{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import sys\n",
    "import argparse\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import cv2\n",
    "from tqdm import tqdm\n",
    "\n",
    "import matplotlib.pyplot as plt \n",
    "\n",
    "\n",
    "sys.path.append('../')\n",
    "from torchlib.datasets.fersynthetic  import SyntheticFaceDataset, SecuencialSyntheticFaceDataset\n",
    "from torchlib.datasets.factory  import FactoryDataset\n",
    "from torchlib.datasets.fer import FERClassicDataset, FERDarkClassicDataset\n",
    "\n",
    "\n",
    "# Ignore warnings\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "327\n"
     ]
    }
   ],
   "source": [
    "path = os.path.expanduser( \"~/.datasets/\" )\n",
    "namedataset = 'ck'\n",
    "train=True  \n",
    "\n",
    "dataset = FERClassicDataset(os.path.join( path, namedataset)  , namedataset, idenselect=[], train=train )\n",
    "print(len(dataset))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "image, label = dataset[0]\n",
    "\n",
    "plt.figure( figsize=(8,8) )\n",
    "plt.imshow( image,  cmap='gray')\n",
    "plt.axis('off')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(128, 128)\n",
      "(128, 128)\n",
      "(128, 128)\n",
      "0.0 219.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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kQZyR1bgu9ahS7MzumsW3hi6N4KOpedJbPStOyRtrFeO7zOZoz7qL3FrteeXojGM/0EniqniJj9zAVe4Zs2dUT1ZhLCx6nwJDDozJs40dH15tjGSmqZeqqqX+ZlEgczn09CG2sWrMzoKWfMKtlFwsvs3tWlTX6VBrW29M0upZTbGV9rvWGme0/q1VHZ3//xtBcqkD7sSqOpMpuSqCUPqojtaeBuy414FpS4kuCqrGSOvhU5N/67lOGU0J8R7pe+T0ltVFe4d2vh4osxlr6e1a1m1qqyBjIlwmugsjyGnl0b3njfMX+Iv6/ZyPK4LL/MCdN3i1+/A33vlPCpUsSukpm9LBsSIls6tfXuGGEdltyLdW5HVHOl1BcLjdHoZhIgtlHUZ4s5HT7EAymrCfyyQTItb+p26OFqe4Yk6LpFCSteNa2N8p/YpX2iaG1ENe5eJdL2QtZMQroUvcOtoVy7uRVCez/4FViKx8bNd1xZPdhu3YsY/+GZdBSo4cnV3zSdBoNvmr6AohtnWoQh4dDA536XGx1sPbTraey3pIAOv9Yq2cpJUYqC/9kMvEGDVV3JV/dSUC4nIjqc0JnwQpoWdaSatazbxIPQFGwhFs/+o29qC5EOCyqETwSaZSiXbPC9krErB9zJR72CaiSMVJU89xIan1fpv6IFOIu0JKyFgPTHm2x/RM/+x2DdaJKu+xC09a0Jstk1HNJQn8RvzJXLBgwYIFCz4VuBl/dbMgEbqLhL+KxOPAcHdN7xx+N8C+zoiXQUnwmFyY2kBZYrKfy4BaZ/0yBQvXMWKSgFzsm34iLTANamp9KxzMzGtJbiUruXPEI9cUVJ3G0PadiZYErDMe7GbljmkjRAVWSm4WYbPVdj41++35uCKpsM9m4X0yHpXBcmbIgX0KRDWbbrX4bmPH+X7F+dWaYRdKXSUHRHAsqbzeW8/Wq31HLgQ0RkcI+aAdjiqsVlMLoTwjoHa4hCF6cnbE0RO61D6XsylVmsVClEbBb+28t2NW1CE77kVhnqmqc8XHRcXvS9pv1qLQFoV1Xr/sgOCsNZAztevwOxW6ohBW0lomRNx6DcdHNoDtglnC9wPEZK1r5gNlMHuwN4U/3V6T1t5Uvo0jdXbt+B307wbeiC+z+e6RL5y8x3dsHvK7Vm/zsr/gxqLuZygx1TVxu9aBV4u1qqmuT85wj5JNJHhvA/z1CqnhZ9A+JznbfVkDq1KGNKJdQNZru0/nSd2qpODYvrxuQWVpJQy3hPHECOp4qqR1LuQMU069Ij4XcmZqqS/9ifsQOV3v6V1qtdnVOp9LsjXAmD0rH1n70ZK0JbP2ZrXfxY6rsWOMniFaoXWu7aiig1Gsx3CmtKmalEyh5E3rjHAWEoiaRd6NVudcQ9nsYJR67TyJo5Vc1hZYobaH8tYKywisKct02coMfG6kWURxpcVwmwyopQO5JI9rUXTr67Lt81rz1oJKAW8TclL3twTS2T0u1p5qZz21XQA/ghtLQFsG7Z1NSCXFlQwB4pQGD/YdACqrQlaj/U24rpw+D1khTzb/BieHEzI1B2HBggULFixY8E3HjSCqd/5xx+mvRVbvnCNXO8KxWQdVIJ9sLJkVzJ5bFTFoPVIBU1y2W3vd9bDqybdWSBnMyG5v/xd1BicwxsnK6ByEzpSwqtxkkJzxu2l6PXeOtHKlDUmZ9Xc26HKjDUDVUSymkHtLe8XZgFKtvehk/e2LFbFT/HEsA1dlN3SEkIjJcTnco/O2z7dXOzqfCJIJLhGzZ5cCYzZVVVUYs+Nq37MbOlJRfMFse1rIpThl3AUqb9Zk8m8bo4mSRlN8pCpLPjMMgRQ9ae9hX+J5vbbPUO2CArHaCWcKDMmsvjIKbrCBNFIUL0xNUTHiob6OD61+uZaXgqUpu1FQcWYXrAnMoa4bXEqQsFrVep04V8K7glkE172R0DrJUUnnfpgmR3K2BOr6c7n2pC7vXOvtKymjY8TtS//elSf3Dgm27be/Elk98Zyp57O//0N+9/GbdJLwKDu9wYPgenzAjku7R7QprM+o02BWypTRYYRSW37Q4qdahsEUKxFzPwQLo2LV2z1ZltVaC7z25E5KD+aqnpqjwe6/QpoSqGixigoUslTtq87lpo4OyTMkT1cmisDs9E6ULEZW50JbdQ3E7NinwD55q+eu9+HoTU3deWRwdr2PYrXW9fBkZ5Na1alQt33mLqjEtCZgHxBVJkcw5Xajtrwq5FTGUs6QioujWO5zr6V1sE4Tco7J2ju3+M6swVLZqxaHyYy4HtDAopjafimpqxNKgtvX56WprH5vpF2d2KUlYucNO1aaxOz9Y7Z6ddVpwqmmeUObPJI6qenMMi65tB+r6mnbLwdBLDQgRmR+3YItW8lqjOYaWLBgwYIFCxZ8LLgRRDWtIG6Katd3plymPFm5CgkgZ4gJDVZ7yKpv7UQoLWYYRhtwnF3gi633oG5Vp8FPtYHJbN1S02CzQocN3MrMvnrXBmsHyb31LTUylgtBrTbgupAo1suz2oM7s+OpNzteToLzkLMjJVoib4zebLrZBst9iPhSM1dRB9uxKD9ZBecyIkZccYImYLAaUW3yywzl+9rr9j6Hg9ZsNj/74molrMeUg2N08BpFkll+JQka1FYjk7hEsjq22l9WixuvLmMk39rTpN6IqUbF70vPVCfQOTQVq6NqWZGRlWt7bBijqS+VeM5rL3MhWTEW6+usd2q97mIEcciqN/UwZ2QXccWGHkQIV3Zs1IG+4ElreKk/o5PEWkbcvBHvTUR1GuRs90edMFKdBv/iputESi24r2q8WTIPCEC5X0yMb3Ie0nctCE07C60SVasL33TEo4547Imr6R5LfakJDzb5k2sdaiF+RqQUjaaq45QEpvz3EZGOXUjNEj+3tfvicgDwTvHJs5UOBav/LvdCzs4mh6IjDh7OOiQKYW8TJxJNEXXRSFopLZ96MBeFsZZxgwWISZwIauNuflr+gB3W2zdhZHCQprKKUPo7lwmoVO7DOgFU6nbF5+k5cG29dqom0uqCzk6nPRfMyV3dFkzPC1fIbRLAlXINbYFqKZfk9B78HsIe1NlEFCNIeY7bPKBHYrGIV1fMrEb1gLzWVmXmYZ52RNUeLrlc397Z2mcuiXYiPHb9jlPbrwULFixYsGDBNxc3gqj6rSmT2vmmrkjMaJkNV6wOkKzWt7IOOGrQSrSwGwEbNANa+6qmZEEYBVpbjdR2NSG0gbJxKW9HRbUl+loib2k90tV2NTQC3BJ/mZSMebLvPPnXBmJmwdNq60vYAA9IhbSmFBjq56I0AjBsOlOBvIUXAc2aawPswsny9N5qPZKSYxw9qQT/TKPTgqJsohQluXx5kjKArQdw+tfq5hxoV2v/AJ+t9q9Z/6SRBdXc6nxTsWOSwV0EU5sUsld8kvY9uQOk2B4L4USKMiU67Y6bDfqx8yOjTiS1tSs60H1s2b5r9nBSNvJJIVg52fWWmIhYpgS4TLZxbSprqaFWZwpW+X43ZobbHZevCP7bznmtf2znSDKf8Rfcm12nNw16a2MTOWM0J8LcTlmJaq3fq6qpk8PApQonFKNrO4YSfLNYawlOotQCq/d2Kaw8aRMsVXltQUk5CDgjN2kFaa2HE0QwkVXEJorAbsrzU/TDFxljB2FkfPlduPPEgpScTWCJy3hvjoJqdYdqZQctidiutHRKo0P3Htk5Vo+8KfvRvt8CwOwadYP1XkZmEzLFHlvDn8BIqh+wQKE8bbpTmdTX2YRQJbnzeaW2/uvlCdnIarMKq73IsRTXz5evbgunBxZhcdMzR8SeRToLgnqGvJZwJu0Udabu5hoE1dszs01Uleeqi4rri91/th+yTwi5zF7V62xmB3YO7cqkZ51UqtbdNHMIQLte2++qe6Le3zUpfsGCBQsWLFjwseFGENV4bAEo2gdk3CNjRs4u7Zc5oyfHpU5NYExTS5F8SDr0akttQcN+b8m9ISCr0p3SmcKj4zipO8NYBiFMytt8Rt05iBmXM5mARGf1UtCCm3wGOshdHS2WQWCtG5uT166QVGxAZgPnosgMhaSrqS91HTlg6mPAkkELmZUul3RS+1Acgw0osQG2K6EwwWVW3YiuBG7ZADMmswrX/qfjYHWsWmrpSNNgsx3fWl9WFFl1CiFPdkFRC2BRzPKY3aHymqTUxJXla8saKTbqYv3DwdiV/Yg2iHVjGfBT2xgBaj1t3Vh622a1a0fBb8dng1fajpRzvB8KoTRVUOvkhbiZQlg+lxVcRoeJCddJFa1Ww1LHqsGTj3py58krC/rKwf6dvxbYvhb5ltsXvDfe5rX+EUkd/8/+MwD8u7+5W+aTQSX6JRHZbLquqE1MAVVV2aq9jQ+OYT3v5dhW0uoa+zn4p30JNnNCWger911ZbXgNLTsgqUVpnEPS9EYja+enyKNXpzdij771Guwcenp28PmxpgMDzb6exGzlWeDpKfHqgW0MkV4+oE/nds3WWlNotdQumWLoopbaUWnPhhpQlNtnOKhxL9lnUAKHmltEy3U+/znbMtXdkbtabmkTCHWizIhxIb5VIfX1XNEmoCwQTtCS2OSCEsKkvtaJqUwNlMKs/A7kwzvw/svoaJMCeud95OgcRclekN6euZLsu5CpbMIPtPs/e4fvLHFdUsYNqV03UpO6ydOxcc5CztR6Izd1tV4b8/7bUCZgitKKTXza5JNOdvQF33CE1+z5p7dvtff+o7/6l/kjR+NHfeQbhn/tD/873/Tv+EYjfemXPulNWPApw61bdm+uVlO39z/xJ/4Ed+/eBexZ6suzNKXUxkc5Z1z5+x5mYXTDYO6U/X7PONp9vt1u2ZYSvt1ux9XVFQB//s//+fa5eRiezsLxRKYyonnOQG0teP2zc8yXn69vvvx83c97fX2ZR48ePfe7FvzWcSOIau4ofTDFWn2U2lAtF6+M0QYW3j37Ye9t1jwrcrSxdiPD2P4XcZP6cx21/qgqo6rFRiaFBNtn6WwgLaXutKX9ymx2P1fiWmpClaaatpY2dbBpTlGSLwPCGVwlqLOeoU3BTJi6moqS6bUFniCCK+tSoCuKZqsvFfA+selGQmmJcTV27EcLaIrRl21UU8LKumQ+0J7ZAS1fV42IFlVTKPZiFQuPqSrKKuG6jJZApbICaqIyArrKZBGkBMOox1RIJ7h9sX1WdRWzDKaV2bqr/ZAMzkupWQ2Wxhunc69ZTLnLhQR5U+clJqtJpZuI1nU1JQTIisyTmLzVX0oIZgkcI5q3xpNuH5XBv7VMqVbx4/cS6RcCb1+9xP8G/HP33uFBf86YPbfD9tlr9KYgJmQ/osMwJfGCTfxU4plLA9ySztraPrVJH4HsLPRGM2Rn5yOEZu9X71pv2kZWnZB7TzzyjMeO1Jea1DkBK+m+zfpa57Bm9ZxmMbUJGH380jMSo6iDxy8h4eJAmZ+HkEme3Z8Z8v6UNLzEJD92jPkl1mfK5urMJkhkuvfrtoW9TW5kX/4Yqq3XjUrqJ6VzPllUFdRKdsHcB82lrNjxrnMBef5+UXJLPayWVGG2tEkc9TYhpgJpba9rnWtLDBbIeMQpjf8XtbUqzKpCrutXQZ/chndeQ7S4VmKPPnoV9B04OrP6/VLDLb4qqbPtd0IOios22RMzuCNFcke4crjgzHET3ZT0PdSJqjxNbPpiWffesgrmg5YqCzuH+FLv3pKui4W95hss+GfGo5/+Qf7UH/8f2s+/f/V/AvBauPVRH/mm4a/9jb/4sX/nPyv+l8uP9zj9ue/8/Mf6fQs+ebz++uv8xE/8BADe+0ZUnXPsdjvAyObXv/71tkzXWYhpCOG5pLUS0hhjez2OI6lMMu73e87ObKL48vKyfc8P/dAPHU6AF6SU2vc45+j7vm3Ler1u21I/O45jI831O1W1Eej5+uo663fWZbqua8vMtyXnTC5jzePj40ayj46OGrlfr9cH66z/1/ecc20dczjnnkuyU0qN8P/JP/knn/n97xTcCKLqBiN/KmL232g2QqknZhhbGAZjIQolwEaDt7pWB5xskDHhdgP64VMbVGu2/7M2a6am1FQhupJeWpNJu2DfUwbLZjkGXELXXWtbo94UjFyTgivhKsS0DiqrhU+91c6lfhri7O5kAAAgAElEQVQA5u7QXieDDaIlghvriBsjgkgL2lQPdNaPsdrvQshsVgOqwhBDa40xjvWGghASV6XnY72/an/TVHs3Qqk7LYqqA7eVNpDOvdX+aaewSqagQiOsdXtlZanFOTrrv5ik1bbVsJZqEdRY6hiDDYil7GglFTK3Epbja9ZqI6yaaa1pzG4KeeUhOCQp/mo4HJTOUdXVUHtmgKSE6iw2J9Zrzj87WaKz+syiqOsw4h+d47pAPt2Quw1uVPw24q+EzZEjrR1PP7fmybAhSOJb1o/51v6D52/jTUAXjJTP3QbQanJbTXNKh7+b1/XO1ahroTRa+6bOEn5VyuRV50hrTzwyy6/13C0TQdVeL9g10+5DU+GvE0S/s+t4yB/x6MvBQo8AZn8vLG23XJezRO9dus+hR9b27fLWA04ePz0gjsABqVRXVNUM2/UJF3deJPuAy5HN9iF9PG/LVptw3Y/6vpvVrTZyqtPhtfeM5KmCxnJ8ZhNslcRaS5sSYjZCXlU3B2gSdHcCTx9YM2g/onceMp48bc++NqlWj3n1H7//sk0CzA+ROnjyADZnzbafu0K6A0gwq7+6apkuRH5vz10XBb+3Z1t3USaWRErtbbmfx1n4XrX/XhsE6Ly3ajvZZQe8t10JJWBvsf4uWLBgwYIFHytuBFENV6Yw2KDUo94hR2tk8FNoS228B1MdUlVsVFFx5E0Hmw7XeeTyyhIcxZnCWm3CweyZzGdnpAyS6zK19lXVvn9dauW6osBlAOvjabZOUC+MRxT1B8ZjChm1AVhaK1pI3hQwNFcXKfsv6GA2PKnWQqaBqtMaQlR6Dl4bO4koq26k85kxOfZjx7APpCyM++I5rrY8r62/o+y9hazUEXVRRMx+bAquFgtybfchxQpYA1jqvohgioqU74imktc2GKhtex6Kullr5WBK+izrUm/pyOJtmZQh9yB9UXJFrJVFLMciYv00xX52Q0Kda7ZAZkErrY1NVVBjnNqkuDrDUPerHI86O5eSLT9GU2y8t884sWU2q5JQ25HWzhRwCbiY6baZsHWs+pEv3HqP1/rHdBJ50Z//1m+ejwlyuW1kAJgClObJ22CD+2brPbw4pYaied8IqZYJoXlgkr3vyL1n/8KK8dgxHglxY/eWOhjkhNHdRwkwRrx+QOjs+Gm57mrPUcmWMusHu49ygNFFlI7rkBw5/YpNnvlBm3JpPEvb66qUbl8K0/08Q/bBtgMggx8VN2SzqCfF7a21ljrh6Ut3Ob/3itXkA9l3XB69jP9Q2WzPWxhSKymYEV/b5vIoUdveZieuh19gu7nFxe1ChFPk1tP3We/OjQRm+2zuikXd2z3W1tML++6EgZlynHp49ArdE0cI5xNJLd831d2q1QA/D6nDb930OTfNDUhppWO13ULenxD1frlOIn38AIlntr2dI1wlwtUIe5BxaNeq+qLiplntKra/mrLd6zA5KJr66qc8g3Es7czCoqj+FvHmX/pe7hybU+TvvP6XZ7/5R9eW/PiV1N/O+PHjj7eV2Y+/ff18Tfjev/fHnnnvtX/rS9/MzVnwDcSP/diPNbX09ddfb8qd9/7Aqnt5aeV45+fnTQ3t+/5ADay23ZxzW/7y8pJYJvufpyLW76qoSqdzri2jqu07d7tdUxF3u11b5/Hx8YFyWdXYvu8Pvrfu31y5rNudZqVLqtoU2ro9dR1zRbUuH2Nsy5ydnXF0dATAxcXFgRpcP1uPbYzxYFvqss65tj9937fl1+t1Wyal1L7nZ3/2Zw9U4nrMY4z8/b//9wFTwOt3/fzP/zy/XXAjiKofLME1rT3sxeoLgZbEWE9iVXNK0EpL6U3Wi9Gdu6bMyNEG+t4siGeFAOSirkKbHdeUkK40cq83iyqyGxqh0aMVuQ/WOmHI6FgGqQ86xiOzIeaupI4W21paa1F9lHSUp8FsUFpQSVEfxGd8UUezCpqEXEhkbSdDbS1Ta0cFdPTkqIh4cmc1qbUH69nVmjh64ujRi2A1r8VOeGDnLQRx3g7DDZZSK6kQ7b5YbgVkFBtQ9mbFtf0RxM3UVcCFerrUinhrSmmWKXizqK84QUMtxlOzFKuYaquQTrUozQ53ZX0oXbRBtF/bsRmPFb+vxFrxgzc1de/pRXBjQsZyvZQJCAvtMdu4rjxoPyWGzkOX6v+19QXYNXh8ZGS3hP+od7P6aUW2A2FMrIKQOlPik/cMx47xFlydH/HX3/ldPNhc8i++8Ct8rn//n+Lu+ZgwT/mdk9NcSPtBHapYzeq8/yQYe3neQL+GJjmMXARHLkQ1bhzjxu6x6k4Y5YTBzUiTdqTxJbPUhvMSqmb1jjU11wKJ6nZA7z9g7186UHYlZ+6+9S6nj8bWCkVqOFtXWFR5BmkQVITHd0fSavpjVuFSNAV3KMR0yJZMnWeTJAnECU9efbmR1GkFjsvTB9x6cjaVDjg5mNuyN4tiO/tdfd+Ve/vq6ISzu680pTqHjvO7rxDeVm6dPW3rZqv2/ArCeOzMwREUF+Hi5P5URzxtJCndZ1WU32lyjdZ2Sp0QXUTlOZMCGtm8P3NLOCa1vGZtdco43iLrdL5VOvbdS7hT2LgzRJ0p01vBlXtbajulOtlY25Bdd1aUlkgAuh9Moi7XdOupqoKGgNR1LPh18einf5D/+7/4c+WnjyY4C35n4Es/+BeeffNt++9f+emfZvW//l8f7wYt+A3x+c9/nh//8R8HaHZdMCJTCc7chrrb7Rrxq/+D1avW5bfbLQ8fPgTgyZMn7f1KKoEDO3CFc65tQ9d1nJ6etnVXzGtXLy8v23bNCV6Msdl953Wxu93ugHDXbZhbaet65hZbVW3bPq+FzTkfkMA5OazfObdKr9frRtq7rmvkt26T91OI7HybUkrs9/u2XRVd17XlhmE4IK11PZvNphHY9XrN93//97fl675+3/d9H2D1v2+//TY3GTeCqKZe8HssIEMxr1la4fbOWodoUayqhSslwJuitbc6U3EO+s6Us5naSil21qKiarEOC5j6U3o0mkI0IslZ25t6A5QwDns9KSlVeTA7IbhBiUdGVvFVTTCrbAticVj4EKYYiFMjlyXBt7ajyVkIpcY0Z6sfzcmVn+sME6ZUiqLJkQbHVg8HzJoF3Xv81uFKb9GWJpoo5JU26q2/c+W5krtCYKVY71IRo0taJ9mbwlpOTbP/OZinhE4HvLwsFmAX6g3ONFgtKaGIFmuwKa4kq5vN62yBLoPgVmVwXFTiuKYlq4Yre61eQDrc4Am7ugNaLN3F1l0U96awgg1s62xejJPSMuuzKIW0SVFapD4MO2Ppsh/gKuNXHRx3ZmHtnU1qeBh3gbcv7/H++pQH6wte7Z7whz7qJvmEoZuVDf5TLuXF5XjMrb5OgJlC5awOlWqPr4pUDbnx1b7voFnqLVU7rczqW0lqLio5wCDPsdviSPE+6/25XVtFEZXaDqak5lbF8cg9ZXuUm8rox5EHX36T22998Iw91Kz/2DXT+sTa8+VF3uDd7/tOU4YLJGXuff0dVk8ibrA6aRez9fON07pryFdcPV9xTKHDD2rBUVBU+eedHNueaqGd3jcSe3H3wTMkU53j6YMXufP24ylsTCB7IddrNEzHXeX5fypUw9QHthxf+79MLilo95DL45cPJgXImVtPH7LeTX+YRa1mN3el/riH4Y4Q9w943vne9ffpN+cMCpIdbjR128cMfSGoqU5Ole1P5RmQSpL3kO3Ro3kKTsImMKmDlqRIjHaMFvvvggULFixY8LHhRhBVxAaVfsigkHvflClHGRQ7ZwSmC+DWpmJ1oSkexDSpYCI2Oz7rmWcJpdL6OtJ102uAnBDf2UCkKmrBo12A4CYy54odris2gDKIbfVhxfaWVzrVoNZ+ESHjClF1XgldIoTUeqAerQZW3mo7++I53KfA0+2aMfkyNpZGWPepQ/ferLtZyHNSWAe1SVrLilzGw1ICj2pPR5RWD1ZL96QQPpwFttg4URopbGQ2mfJp6qSRcnFTL8ZKvu0c2HpqjaorrS0qUioTFSUkqgUund9B33sZotXGcfoQ+vPWtqYpOIr1VUzSFKXUwXjk8XtHf+FYDUYabONtcEzwyNVo57y2XLENmmy+lG1p9WwZVQtTUgpZrYp/SrbppR9oXhtBc4Mpan4fzE698xCU9WZg4weepKOPuEFuAJxDA63VU6sfdw4ttm+bECopv9eIvdTApBqQFEormuBQN5HUXJTn3Alx7RiPpan5tj7M7vscKIHVh0ZI+4tMuMqEXcLtEpKyEWIp2yZwolteju+WDx9OXtQ0aGaTF1L66rb3gTtffhMZE++//jni0Yqw3fPgS1/l9ruPyrUwI7Z5ptBW54cIYbsnHq2f2R8/jPhtQmrKMdISxA+sv9DswNfbn4IR3uch9R1utP0RKc+0YkfWooZWfij6fFXU5cjR+7lNBrRtKvcjwJE+YXWcefrgRVLX4YeRu2+/y9HFuT07i+ous1pRFbMcP3WeffiI8y2BtAKy4EZH2Drc4NBNZ+3JokOGMkkZ/PS3ovVUnamr3h98/xxS7mlgqldf0OBL6udf+9LfLO8sKuoCw9/6uZ/jr1/Zc+PP/K7fY5O+Cz52VMXyZ37mZ5753dxW+/777zfFdBzHFmz05MkTLi7Mbj63w87VxbkaOFca568rUkpN2WvOFUw5nNtq63bPLbk557Y+7/1BonDd9u122z7b931TZ+cKcFU058m98225ngQ8V4ir0jlXl1W1bfvx8fHB8ZiruHMFFsxKXY/tdrtt56Lu6/yYggVO1fdF5CBA6nm25jt37vAd3/EdgCU3X09g/qmf+qmWUPxzP/dzzw1t+qRxI4jq1asWjnH8VsLvzF6lApSaVYE2qJCYpkAlmOrc1j2yHyc1ZDu1LaAria3zVhn1IqzkoiY6VkW29nLsAjmUfpj7RPauBSmps/YJ8UgYj2G8reRgtVV5XQrHHMgq4byyWg/cLfU6wWWyCk4U7zJOlM4lgsv0LnIUBrqSmvKmv8M2dmzHjstdT85uUlSzWP/RwQZrkrGauL1MycHzQW0q9Zyzno6mpJii2hRWmT7XP51shTkUsl7SVl0y8qziGjlWp6j4MqAuH/QlbKcSVae4PrfDXy3OmiGPnpYY/PQUHn5mCmNJPTx5hXwC0l9YAAuWUloL3FwU/E4Y9YTIfVQtoOb47H3upif4XSZcjbhdhP0IWa32TRIMs/pnCvmaWzNqa6Osk4281jyXPo2yXk1tQoLHxTzZScSxeTgS9oG07kjfecUPf/aX+Q/v/y2e5GctpDcGpS5cw2SXBiC5qU/l7OEoNRyptp6Z1aNaf8tgdt+VPcDH077UG5ak5F4YN1NwUgsMciA8v77Ux5Hj96L129wms3unabvUO0t4ToWMjgmp9evzuvR5YFRNjZ0H8lzb19tvvMXtr7z97OfnlvHrLo/s2vsPvvgG7/7zX7imyibuv/EWfpds33s3uSHatWQqqIVJyTNiqymJ4MeR1D97bYXdgNuXQYYTpEwwSFb8qM1iD3Ayvn9gHwYj8y989R1uPRqmiQtoFunajkdU2bDj/i+/d3BM1EvbBzvGemAVz51HcsfVd0Tyc8i2ENuzKB7BlkDqHZv3Mm4/s+63D5R7uNahz5K9dZi5KZqtPTdV9SAFekHDL/93/wJ/5Q//1+Wn1a+77IJPJ1qLoV/8x/xnf/rfB+CFn/t7n+AWfbrwAz/wA/ze3/t7gclOO47jgWW3kqPHjx/z3nvvAVZn+bwE2mEYDshUJWtze+ycmM7fnxOp+brnRK4us9/vDz43t7/OiW1FCKGRrzlRXa/XzYY7J6Lz7avvzcme977tR0qp7efV1VUjqtcJeN2P3W7H+fl526455uupx7NivV4/s3w9XnE2yTOfBJjbluev6z7dunWrJTP3fc/JyQkADx48aL+vZPcnf/In+dt/+28D8LWvfe2Z7fikcCOIavfdZ1zoKXe+7I2o5lL3Vy27TqfU35zRi0uz/Q4jcrRBNhv01ob0wgm5c7gx4wF2ezRGdLen9lAlQesfU1GvdVfqYccRKtlQbQpcDg6XsilAQRhvwf6OEG+VNN9Op1YOXWVNppz6kOmDtYfpnKmoY/JkhKzCduwYnbcwJO8biQUYsmfMjlRaP4xDsPHuVbX1gtsLYWtEU/2klFYSWpVeP5gt0kVlXhvmkIPBWCWwAFJskwhT6iqWoFoRLkutWbEG11rd1vKiJgVTVB+F8TIw1cVOoSoO2rI8eraNCOrg8kXyi+eWVpqltl40RT4oSU6Jta5NLKDm/M4r+AFuv/uh7deYpnq2WrcaI1IHp/UhuB8me+BolmCptdIVM8VFhxE5PjLFsO+K0mWWVxcz/mkiXEVu3T3iw5M1v/jySzy6t2KnHxE6cxNQ07CLM4Gc7djBRMKymyaV5jbJOvFTCZt31qJmTlSi2s/eSGpcleAkj11TZTMkQa/Pry+98/Z79E9H3G60czufjHION0RkX3rAzmsZwXpv1uvgYJ/0kJyWP6Ttj938j54TSKWGd/4H7FrCMU6Q2r7Fe+786ttI0gNV9v4vfZ3Tx0/IfbAa1zGTqWp2VR91Uj5F2/1+2E4H7n3tXT749s9YO6a6STHx4Be+irua/ki6q5FQLdgl1K6UjXPCjvX9kceffYW47k05/uIb3H7zoV3npYWX+tnxqI6FnG3CYKZQH9js67Gu11e5Vlzf4cbE/fwWD7/zs/Z+W3dmPXxglRTZnilpBYM4/L6nu3T4K5v0lCEefJe1VMr2oEmUUKXnENvZhISWvw2yWH8XLFiwYMGCjw03gqj+gVd/jf/j6RfYvmgDdb+LxeIHThXZpQM1Q7oOVitkk5uSJU/OcVnhZE3adORX7+Iv9rjzLQwjtTdmrT2qEO+sjm7WBB6Y2mSUmf8cHOkokFaO4cSxvy1sXxQLTeq19HHMVo/qQGofU2/Wzs6nksTrGZOn8yXZDDVCGiIpO1J27AnsU2Aoy6oKMTm2+479xQq58Pido3sqLSzGxUJAk9XlmWUXGzh2E9ebt8+Z15YRTc2oyohkWoud62qCaFFl8+znsZBkR6tvqxboeIRZky9O4exFk2VdxPUP8SWpVWpdarEf1+4wOX1UYmggXEgJkimEpgzU1UPU57cNObv/IpurMyR1SDLCoSuQYURc6etZ27DAzPabLXjlmj2wEZb5+y6jux2iK7uOTlZmcQ2C26mJjGPm5K1I7gO/dPQZvvrafT4bHj9/X28CZi1jjDg6hHRtGbE6VDhUJWfuBLNhumL5lUKsipIaLHU2dUZSUyWrcy4I9MM5flD24T6p6wj7kRfeeJPbbz3CDbHVJgKTGloTYMd5vbE2EitODkoHgFLHqO3ZMYe2WZ5yE3hv9e3VKp7mN83sdU0iD8Hut2QhVbe/+g63v24z2VZu4NE+4FwuNb7FsZCn+3OuYla7LvX/6kpR5fThh0jMPP7WGcn80le5/fX3JjW8XvP1ei922XbevePe+2fc+4Uyy1pTm49WbRel1nU7Sk/punFlUmC7p/Y2be9TiGK5fsS5RgZlPyDDyL2nW/zVwMPv/lbb/mHkztvvsh4uTIUPkyW6PQOcPbNddDbh5JxNRoRZWmMJXBKiWYVn/fYOiGv9e+HcgeL7aUV47TP8t3/Xeo++Fv4Ri5K64DeDP3I08kdKyNb3/ugfW5KBv4no+54/+kf/KAD3798/CBkCU1RrwM+7777Lr/7qrwKm8tVl5im2c+VORA4U1frMDPNgupkCOldPn6fQzq3HcyVwHg6kqgefnSuq9XXOk3PteqJwDWKqP1///rkSOf9sxTAMBwpoVUFTSk3pnKuec2vzXOkNIRykJMNhcnKM8UA5ra+vq7v1eM33ea7uzlXjy8vL9v1zG/Q777zTtqleH6vViu/5nu8B4PT0lC9+8YvPHItPAjeCqP7pz/zv/OzmQ/6nr/zLxHXP0UNH/+FA7j3qBXe+M4tenZH3fqoVqgMOQM4u8E/P7ULsArrqyadH6L1bprDsRtwwtoFss4DNaslkvbZB4oykpnUgHnmGE09cC2kNcTMbHIENkFIpEhNFs7OhrMD5ZYf0CcRqU22zy//O0nq1pPq21N/Lrgz+hHDlkBHcKNx+QkvtbYEl5f4NOzV1NSmp9EPUSlgDrV2FKJMtGFqLCmtPM62v1t22wCLA77XVvNa6OMnWXshFWgBL6suxyUaWd+tTtquZCpY78u5lwlbo9LwMbmVmSbYDe7aJqHtObVyM3PsFxcXSQqQMUIdjx+6ecL56/qWdXWB73zEe9RwHR7jw+H1CsoWqSLRripjM2hsjNWiFsdQjVKXF1XMskxrvHOKDTaYUpcif7XDBkm1tIwAHmzces36n5+j9U/7zF/4Nfvcrb/MHv+25m/2JQ4NrpK4RDV/2P8tEeEov29qaRkstea3V1ZLwm3sjqrkz1W68ZQE+qa8hPvYV4bJcr1EJO+iulLDNuOEx/dN38Wc7S+gudmxiIR1SYuPnaXq1zuV6+qtUIlhqVWa/bzXKc7J6vQY328yNijNSrsVSOleUwb6jENVWH39dmVfr/VnF0erocIOlIAONiNb6TpXpOOIoNbbl3oiKGxN33v6Au1991+zOu8Em72JE9/u2Ly1Cv/a+Lb1DZR4UVsOwxqJWztVQKMRbnz2+3rVzUy2+7Y/pQTK0TvZ6cRZIBtx+/JQ7X3rj8Fj1nZH6mhpd/uXO/m5o70i+I68DbrRz6HbR+nJHP/VYDcH6wu7207pnNVFtN2o/1U8pvvoXXwfgl/7Qf8/STmbBPwu+9IN/gX/0Fbvffuq/+o95+c/+3U94i35noCa5vv76683OeXV11WpNK2H78MMPW13kxcVFs7LOU3/nhGneTibG+Nw6xhjjQX3nvBZzXo8KHKTyXidb1bLrnGuErOu6j7T+flTLmznhrvsHh7Wp9ed5y5i59XZusa3vj+PY3r9uA55vS10+59z247qFGQ6tv/NjND/+8/rXlNJBC5/rtbTPe13XtdvtDlr+1H2u5HWeVhxC4Pf9vt8HwK/92q/xwQcf8EnhRhDVXxnX/OrlA1PlshEVN1paJlAGIiU4qdYD9l0jDM2OVW+MGGG3g3NKofQ0CG22vXpyyyyQ+snOVwc/OIeuOsZbgbiZDaK9FOVwIm0AreUM0sJPUYGLE/TxSxA7Uhjh3ntwcjZ9sIzvG1kbhW4nLZlXL0sPQQJjiJycv8/R5bkN6moQiZqKURVGP1pi8NXxLS7ulP6JObLZPmS1t/6Jc8VUFFzWqb3EbH1xdagibNcnXNx+QA4dPo6cfvA+/dkZ6iFsbb2pF1L53Hgk7Pr7PGOBxDFyn1U6x23Ltqi1mamEm8v3Obs/9ZgEkJy59+a7bB6PTVmS0VSz/qlj/aHn8rt+nbo2L8SNsrvn6dZCuEj0OSOjg73YdeSLujpGU0e9ort9u9YagRFBvLc2R95b8vRq1cgZ3rdtb9ez2KSE9h0k5ejtHY//3xP+4fgt8Ad/3VvlE0PddhW1ml1SsdFLUUrzoYJayH4jfIWQ5d7bv5mCqjOi0hR1MSu6GxRfEnzDTvG7XNoOZSMdKVt9ZaJ910ENSvlekaL2VqVsbgvm2gM+58PQnFkto/3spp9n7YjoCuGtRHJOfq/boK9jrtpVpbckLEtSMgH6aR21Pc40UaYIpT/yfAwhtm1SU4fHmeKc0mR7hamGv+snMp4V1ZlCXJ839VlZe5E2FTo3Mn5wjFw5BjOyr9d7FcPkaql14d7PnusJdGznT1KyXtsiSN9Z7+JUnokqnN+/w+PPvkpcmep+76tvc+ftD8rzf5xIdizHnH37m3Kgoqupreaw+fQS1QULFixYsODjxo0gqv/lmz/KP/zFb+PFt5TNB5HubMBd7CxIKWmZAZ+FI8GkapV2NTYLX6XAPBtQKKiF3Jj6UwYydSBZ1ikh2Ax98Acz9GkdSCtLII0bsyOmFaSNhbwwbxmRQQr51Fordn6KPHqV5r2NPbz/Gdg73Oq8HQNJ0pROidKstCmdMOqkRObQcfbCK0iGk8dPUaet3tTvLdFWnbX3OL97yvm9ieRl33F59DJuhPVwbi07ZoFKUF7XAX8dUzbSrVwdn3L+wrTO1PU8eelVwmXm5MMndridIMc2gMxF1f3I9hYEjt/O9BepKUGViEhWq417NPDo2141299u4P4bb3H6/ofIEI1A1WsjeHIfCCvPA3mT97/rswd1eeTM8flDwqAzFbkoRM7ZG6UHqGSdBvTiIEUjpNd7KRblRccIPk0E42gDq76lRqsvhGlMRsJSMvWp1E4evaM8fvHmWujUiynBSRFyUYVnUnvwk8WzBhS1msPe1D9feqT2DnVwfvc2Zw9eJIUOlyzsqtOLKW1Wi6V9VPxeCZeJcBlxQ8Jf7JHL7Ywo5kMSWgloPOzvC4WUXgtVqJNYep2gzlGfF06wxsAcssKskGOZ5CjX+3VVddZz9+BZNp88azW+rmxDRlJCpTPLtBdSP9Wrojr9n6dtqUr0fBOrFdqU5bKdB8/L2fFAjYQCpNlx0TwRylpOUbd71tbrADVVt05KJA4nAK4TwDIBMdUJP7uNmsrzv04GBG/3mhPOX7zLw2//llbXGtc9D7/zs4gqt9/8wMLw6nVQ69HL/X2gFsyt3f7TZ/313/U5AP7a3/pLLGm+C76R+L6i4vzj//S/4Qsv/AcAfNufWkKWfquots0f/uEfZrPZAKaMVUUvxtjU0ydPngDw8OHDprKen58fKJ7zRN2PsuzO1dDnWWXnKb0f1a/0eQFG82W8923f5r1GYUoxnquoz1Mr6zJV0fTet2NUj89qtTrY/+eFFs3Dp+bWW1Vt67mubs4V1br+ubI7P6bz4zw/FvP11X2bpxRfD3N6nqIcQnju+a2Yh2P1fd+2+/T0tB3nz3/+8+11tQx/nLgRRPUrH75AeFmV78kAACAASURBVBLoLjPd2Yg/2xeLIdZHtbaeqYPRYj9s5DQlWK3a2BEJ04Ai6zTjLw7C9L70RXGrBLXUXeVNR14FxluB8cSzP3UWllQClNJGyX0ZJEYbVJtFdlJIu0uHS8L+ampUP8HB2Yus5bKphy2wCKxPaXn99OT+MwqMOsfZCy9yfH5WglYUN2RToZNZ69wucfZdLx0okfbVjqtb9zl5/LQcq7pSI5TTNhSr8GzwXHsyXl+nOseHr73EnTcfFnLvC8kwInz0UDnfjKTuOcmj2z13/snjqXVIq/ksKs+YuPe1D7j3D758UDd2oHjMzrUrg9Z7bz3GP7ksATVrwtWeB196g9MPzgpp8uRNaOpUOgqwNtW+kmUZE7IfzSoJpq4+PSs205nqUtJ+6bpDe2DOyH5A6ZEI2tlxdPvRrutil3VD4OTrG7YPbnDqrwitJy6UOlUx2+9swkj2o4WRQTkmk2VUfQnqcXBx5zZPXn51mkQJFnZ18vQd+u0F1ru3tJnZZsJVIpzvcVuz7st+sJCrQjjruZBivX2uBSYfEhCdWXHre4e1pUy/nyfxyfMJSyU7rSZ3rtyKTCQOWhgSqlNI0FxtlaKY1jCpzoielFAlyZOb4iD46WDby/8x27/yGQm+qYlzNftA7azKaCWJ12t05zXc9Y9gyoctv2Da56qOfpQieaBYl8CqSubrOQluUqxhliw9+67iAnn82iuH4UuAesejb3+V2+88Kscz2/V67Zy36+k68nW5+nc2/Hd9jr/yN//H8tMNDnpb8Nsev/TvWe3qj/yp7/uEt+S3F9brNT/yIz8CHJKUJ0+etGfYxcXFQZsZsETfagP+qETdOT7q9672mn7O8nOrasW8PvR5pHL+ft/3B981X9+cHD6v7vU65pbcStorCa4ErP5+Xhd6/fNwaAMWkeeS+XkLnXl97/NI6PUa2Y8iqs97/zdj/Z1v75xYV8zPFRymOFdSf3R0xLd/+7cDn2Ki+r0P3uXvvHdCWnm0c+jKk70rzeI9su6actYCOYAWMIKHcWgDHGCqs4JpsFmWFe9g1dkgWvWApKovA7hgje/jqgQDBWnpuWCD6IOMFDEltLZ0CFc1RfcjDnEOHL2vhL2RInViQUiZNsCUrHx4+yNqLX2gu0i4IeN3lmbaej+W7Yqrj+ifGDpc0qm9hTClddba2Xq9Z53stemjezLGVY+/HFAR/KWjKzV0tT2IPv0q777+ucMWHDFx/8tft3M8xEOiOsY2aNejtZGgMU61xClN/L8Sk5wAb+mxw8DpL/4at7/89RbWYue9NxLQd8Aa7RzgUYHz+3ct1XQ1BfTc+frD1g5JsjOLYS0puDYzddCDtWyXxIRuys+OcqFYTWcN95GU2d8J7O/d8EHwdfKlJY17jHZuYrL+xWC26S6YHXPVldrBcn8JPH3pxedOolyevMjxW+e4pPid0p+P+KuIbEfc1c5qK/cDOg6tpdT8qFnv3ln94zyFdv56ivo+fC8wqaA5t3pX5sr8/Dqd16sWZV5rCFE9VtXBMVNOa82vxJlluhzTVu/ZyCAgGSfJiKaAK+nI7WO1ZdB8gk7K7nmBsZ6vQ7VWqh16VntsdaRpasN0/Tqv562S1P+fvXeLkSS7rsXWPudERGZWVmV1d1VPz/v94pAzw8fwcSnqcS9kUbi2acA2cHH9ZQOWfX8E/+nHMGDAsOFP04Bl6/MC+jBgyb62Zcs2DEmUZFG6FDmkNCRnpufd011dVf2oZ2ZGxDnbH/vsEyeysinfaw6nSOYGGpVdnRkZceLRZ5219lqxn5+ATqqbxt+mzzBzvG87WXRaXVwwI+sZuKnceBEEO9cbO72XKIR7PvvaqkyKGorMNgUDwEkuN+Q/aGqaKIKJPbpl2Z3HVa1qVata1apW9ROpcwFUHxzexeDCDO1gDF8aOCLpOXRGJlkhm+jlYEAnOqLhBODlpfcy2UoxIhnz0LZgOOk51IlPdIXUYmvQjBzqdYN6XYLn5+U6arMFbh1wIo61LjrWcoAwqwyYmuBmgJ0C7AByLZiWZD42DTbenwsTWvtoSsQiZ9UoBwDu4Tna0eDM513doNybCisQe88oulgqGHTTe3/WzlgMa/R7PZIZCxOlDMY0AYaATjdv0A6WMKOnIsVUlpCbJrExVBTYvH0EmtcdwzmdY/uH72Py4V53boCurzFIXAgbEtajbaVHLes1XmR5koGRMSKVNFEe2LbCEgHAyanI+ADQqJJcXEM43L6A/ccf6kkFd599FMTA5tXrImf1C6Aiky5SWcY+tv5klm1UBlgCzT3M8WnHfikj1LQIBeDXFwDBOSqqW3DpEvNNjReQ1bQyNvNaZLPMAiCc67JSi9iXWhrp7ya654JHsA62YbjTAHfSwp7W8l1N27/3nUMyJcr6GKUPMi7Y2AwwLspSc6ZTazFjWe8DWjinS7KY9R5JbQWG5Lw72y0CKfjSR01AjN8CUpTLAhDiBTlwKEWxoGZU6R6gbsPJmZq776Q4BmwIhAhKOXRMp45LvjpNRh6vC+coLQbqyqyOh/a46s+8T1VzqhV858el8vp072SAlEw2cDi7YJBXYJHotx7udI52bfmzT6J0CAEAqSS/brrtqWO0Pmf0/4a8XeTnoA6+zqiW/N+1qlV9VHXt915YuQH/C9QLL7yQGMhcHhtCwK1btwAIi6osmf5smiYxa9baXo5pzvTlmaK5lHexbUZ/n/9O/65GPfl7F42PltUio6nb8d73PpsztvnrXCqbs4i6nVxWnB9nLmvW7S2ykLpvOYvqMtf4ZeMD9Mcor2XH01twX9hO7sCc/y53FM5Z1Hy/cgZZ35ufW2WUm6ZJkmDnXE8GfPXq1aXH8VHVuQCq3779MNrGpjZOqluYw1MBXGURM/0yR06gM9sAOhZCteW+iyHQ96YJUllECaKwqArKuLASa1NZNGOHkytW4jEKYO7WUZtMwssFwvwKQkMojIBV04pDqZtyMn6hALi1m7h73wM99oi8x/YP3kN58/hsrqCCmHiBXP7r13HjS59cYCJbXP6rH8Du3OqOMZsAUpykX371Tdz4/Cf6n/UeF9+5Djdt0Q5sipEwbQdG0yZjriUFTrLDrdffx80XHj+zP9t/+bfguwd92V4ce46S7cnVa5hcvdbb1yTfVmddoGN28vMHpAkxAwsMjEzYg35vbtpSFvIH8aYuqnSNmIMT0LEBCoc7Lz+3RCposf/kQ5h8uC9mXk3nasdzdZqNk/EEgrJJP4Q1puNTqPSTT6NzcPAgjJLT6MkVAxr23d/OVe3fhalK8KBEWB+JOc+sjuY8bcwODaBBJRnEZQGuBKgGpw6/8Y8jGL/c7MrNGwxvzGDqFmbWgk5nUfIfz6dzItkPLCoIoqznPHse5IAoA5K9f1/8zDIJkUp2e2Ze6PonAbl39b1acSGCe88seY9G/MChA5KGhb1VpYNBZGdN/AzgR4WYTzkjKofAveieXLpPDIBECcJOHJeJpDeadSwq9OT0aaxSrz/3f0Y33/SVy/7TXXwmZ2PbY6fzsU49uTaTzet3ZmOvIBjZgkC+H9k52v7he9h5+al+dqwP2PxwB76yIDYgZ2BaK0/12LOr3ynPMNvlBGff/bNeyd33xX/6Me/Jqn7e6rUv/S5+DSv5799VL730EgDgkUceSeDz6OioB0S1H3I2m51xlh2NRr2/51LSvHKAk4OZe4HW3Ok3r7zvdXEb9wJbeTnn7rntHETmQD3vgc1dfVXOqsBrsWdz8dgXv2cwGCQwVxRFel++ncUxyt2OF2XAi4sDOZBcNv5t2yZH58X9vVffr1YOYLWKolgqz16UOytove+++34+gepxXcI6j9kWoTp0qG45AS/aQ6oD7ix4NOiiamKPWjep0fBNzsw+vDBtWixZmFzIBI4Lm1bNw8CK/DjGY3CclzS0JJMTBr7dwvjkEHYOFCeM0c1aMmCDAF9qPMb1EQY7p9h79hG0w6pjEj/YjfsXuokzcz/L0Rh5n/k+dl9+SpjIkym2/+r72HjnejfhzA1JYpYleY/JWx8CAHZfeir1aW5d/QAb+3fBhYVNzFHcjKHE/mjcBVuCaYLEXAAYHx4Br7+H/SceFHOjkxm2v/V9bPzgHWj0B1krObd680Wm7cz+6rlSB9J7afOVGc/ZjHzOyAsAI5NApu3E8exV04JqBmb1UpYYEPl0KC3IxszLHASl74nMncnY+/idHMEUAFDDsoBiDFAMk6QYFzZw8qjHow/cwnkubhoQM0xZnO3ltLb7AwiDbcXcip1BKAx8aWK+LmF8sIvDC/f3AaD32Lr6Aey0EZWAGjJZCy4iMMkXoPI8VFoYez03EXxxvr8LgDSB2Pz6TODJLO1N7ElTiTpzJH2//gfDLC8Tmxr/M2lY1CJ6j6gUFaHPPALxPjSdw7eyt4QIttHdw1a3Rdn71HmYwLDdvaPSfB1D/T6fgdcQuvEx8biynNrUu6tsdw5Cc2CnoE9/lzOsOVBejLbR+2fhXkpjnQPiuAhAzNKH6iz2n3lYnlPzBhev3cDa3UMB8ETgMrYJmArGWti6iYwzgIWJnbC1vr9vq1rVqla1qlWt6iOtcwFULTE21ma4uzHGfIMwHJewe5HJaBjmpOkmNT50stK2TQCHkkMmIsOWgVbmTKYWHTcjW8FxQs3OoB1ZzDdsdPbVmR/A9xgmJoe1mwF2HqIjaSOmJZbA0XWTLWFy/RYm79wQgBz7EtMEy2dANQdrgQF4gAM2Xn8XG1c/kIlsXfcn1NaicyDtwBxH5mPyzg1M3rvZ9c+NBsLSADAmnyjHVZvYQyjbQ+qTYxKAYduAyQe72HzjGuj4NEZGhB5AAcVzoZJHzvY3HVtcLVJjInXvzF1S88kzx/62JCukjn22MvnuQGkmOQS6yXR+jejf9S2zGu3wrOuurRsBqt4Ii1gWQNNEaTGl2Ip0/elkNsqAKTC4igsvxsjiSyY9papEfd8GLjx2B794+Se7SvUvUnnuJ81quW+iMQ90cg/INVa4xGQRS4RTiCBV4miAwewIfBc42ZDoJFs3uPTOdazv303Xp1CEfYaup0wwnAx0dN8SY5mtTdHCvyeGVq9thNRLrQtHaXUy5ep2x9dtuANIFEzqw0ylCze+A4wCWM+CwzR+uo/ZcRNHppMZjLi9+PhQ4J++0lBkZ5FJmbNt2+w1c5a9SkkeLJ+LoJFI9lcNs0IA1408XwMDpu4k8HovAnJvqalWnhurxmPGnI3pWWRjFZxmDtJpQULfu7D4RMqMG4PJjX1Mdm6BTfQ9qOJCZAb4vd67DFm4iwtn6dkExOM0IPzs56i6hx6MOamrWtXHU//kTfl/8Leffupj3pPzWWVZ4tlnn01/VwYsNxZq2zb9fjAYLDXQyUsZtUWjovx9uRvust9579P351mfixmsi5WzhdbaxCgusrX6WWNMbzv5PubS12WVb08ZQgBn5LCAMKjLXHdzVtIY05MHL7KqOhbLxiWX2Oq288/nkuU8RzXPqM3zZRcNr/IxXWaQlV8Ti9eHfqd+rm3bxNYXRYEvfvGLAIBvfvObZz73UdS5AKq1tzg4HoIt0A4J7ZpFWRbdxCSTonEEpwDSpIEWGTWgB1rJucTEsBWpJzuTQCtbQihMkia2A4AdZD5JkOzNJa6Hbt5g7YPTDmjGPjP2gK3nXa+pxusQxeiOjDXQftrFrMZkBNUxxhzNTfS4ADUuiWxepG6IXMcg5iwEIIZUzOKOWXT9c6HspNcAoty3G0uNupAxtKDCCUvCDMCIg2peJusjDXyGMdVj10klAR2A8x7IndiqshsLBeN6Heg4JGZn4TvUeTayXpQxa4mhYcbWmx+IpHlBKnjh+o4A1cCAqWTcDIGKAjSbd3Emkfmjskyur1xI5FFiivR9gEz4N9ZQX1nH3ScrbI32UND57VHFcCDnqvXAvO5k+MvYTJWuWkJwRv5ksl/N7x3UxxjuHoECUJwKa9+ul9HJWgAjxeunJ6/1EbS1KiXtQHTq6czAnrCUcq0yRVCtcnsFNrrIgOwBrfdQWhTJJN6ZbAfex2eM65xoKfZEU9fXTPnCkDG97aR9jtU7DiAtDMDIIpgYJcn2iBP0lfFiiAoiAlos3BLpe+M4ou2uTTamM2XrvTcATSMLSvP52UiazGCJrE3ANbky5wtZ2prBtmNG9fsjS6qLeqmPe3HstHU16/dNw2hMf/yckZaOkUMzNumZR55hWkgUFlvwsJLndBNl/eourwP4cyT/XdWqVrWqVa3qPNS5AKrPXbyJvzx+DJM3gdF+C3fiwUMBJ9QG8NpQJgnRaIfUcIe636XweqADpyEyfbEvFUTgYZnMXdhKpqOvDNqhwXzDoB1KX6owFbK5cr6Pue2yTGW/PC6/+ibs3kFn2NJ0IJpb37EOAFhZx8zWulf6XmUmcvdOIII31wGyaFIEoJs8xSiQXkZjzs4AAp4A5I65wlxQr+8OkL5VzpxSuwmel3EvIsPgQ5dVqUyNAknmCNxUfrhg+Z0zIwu9gHL80tvWe78CcN3XZUYtujBRuEyWa5I8GflPlmxFMGP/mUfQDkoxu7q1iwInmF1yoADYOaMCYDVKR+WMxnQTdOcSy6isfd73C0DccadThEvruPXCAIdfmOLfvf+7ONcVs1HTda0LBrE/ODFmw2hgY4wYKFUWfmBEpVCQSFNzPxxPMK0wrfILA4rXnfZGA3GRROW0QUAWnBEFQy4f1UoLQdzF50SVgYCRzpwpVzGQ7du9p2cIUZ+Zz3pHdFvcNKA2Y1mjw7QAQJIHSlwcobrpAzRjkMf/EOL9llQO8pMJSTKcm5/lH0zuv22MWfKRdU7KhgUQqvtAMWqo9V1udbzXuW3lGuAgWaPZajliLE8yrkvGSLKoo2MLFoUM0IKb+D4F984BDn1DKQXI+d+N6STT+aOCOB0DG6RxD05aOtqRRTOS57wulJg2PuPjc70obNfjrqwviSSbyqIza/sZrv/u//nvAYw/7t1Y1c9x/froDgDgd555Ev6Ntz7mvTl/9bWvfS31WeaMXv7/1nA4TAxYztLlLKK+DiEkdm+RWVsWd5Jvbz6f9/JF9T15bMoiM6u1LPPTe5/6aRd7S5cxmnn0in5GS78//2xRFGd6MImox0rn+6R9vnVdp+POs05zhjT/fJ61qp/X8dLf58xqboiV739u1qTjnH9/0zS9fdfe1ZwNXuxd1dfL+lxDCEvH0FqLzc1NAMCFCxeSEdV3v/vdFHP0Uda5AKqnbYn6qERxypI3aQhcWJiZTI6oaTOAJTIuXcknBavGgNBdGAokzgC2NOmRiWBwHdPjKyBU6BjVIJOZ4fQQjhnT0TaCdXCnM1x+9Somb3/YGYSguyAkSD5eYM7F15lJiJoCZRdyj1HVyR4AmNC9DgxQADkH5oztIeqxPelxpQxF4XqTWWFUZRGA4vuosggVQUWcHOfiTN32UlxGgIBRZ0E+soV5FiSzZErKoHQTTGUfmZczE/n50nHwMlFM/W+ATPZ9xugpaFVQoEBdv9d0Y8TWJqmj9Oghfedk5zY29u/Cj0tMt0r4ktCMjMQGeRnYdmhBjYU90X00nTSxcAJONJe3cJ2kNPbhptxfMgiVQzsCxuszDKjBbb92dkzOS+Usm4mMGYcYndKXmwORoS+63tS2iiCVEHsr4xtZrjUFqmwIxjDYyZibOl7ThhOjL/2iQZyqnUnSX8oB2KJZj/edYZm2D0AexL0omyUSmO5aoow51PtbGb+oCsjBYPaaODKsLTqWMP+KKOtNoFW/Vw8hMqo6dmIm1C2micGTjmuM0nIEAwGuZwCgDk/2uxQ1lDKrWYyyajHNymNq0nNOs4P1HluUGcWe1YNHr2D3M8+iXYt99v/8B2Ks1rbgQH3TIm3P0H1VRYLJ9j++v3NU1gUvIFROlDKOECzBDyzaobRzBD29rNdcjN8qCaGKRl3OgWzbV4A4J9FWf4dT5U9rqdzyIbcCqav6eEudpg++zhh/9WPemXNUX/va1wCIEZJbQnjkQMVam17XdZ0AVw7wcuOhZZmnIYSeCZMCpfl83pMK62dz4HMvt1ota20P4OYmS7ncNQfhCtpyd918v/Jyzi2VMOegVWsxrzXfb3UIDiEk4J8bFS0aMel45eZDAHqAd3Fc8hzT3F03329rbW8slmW0LsqOlwHRXNqdb2/ZgsBgMEjbKIoC6+vr6fe6j6+88gq+8Y1vnPmeH3edC6A68wXQZE6WBgilEyltzripWy8gcR+zRtS5OpFUpiOXfzoLdhY8iFmOgyKZkLRDC3aSRxgKpN4lOwe4AUwDFKeM0a6Hnd2GrffFqVelvAtF+cMjNxmxmXRVe+CSw+0CE6SgVAEuZY5mzgJVKQAxcOe8q/2RyiI66adUcEoh9CfxCibbIEY3pYUfxn5dlklzUIYVgEGQiR2iU2ZhQcHJ5NUQUBU9V1U2khPam4wzp9zafBKcnD6jMRYZI+A/stT6OwAC8DQ7MZ5X/R6V9bKCCf1ujQdZlFoalt5kC2GlrElj0Ywd6rFJwEom4IDxQKgMwtDB1ANxuG3afh5ofGjyaCCGWsyg0/ggVaYmWJALaNYL1BuM+0dTnIYKd5rzC1S5abp7K0bDaG+yMuUUgtxrESgEa6KUXkACmxxMLfkOQ2BiBEswPpoBcbcgYeN1KCyiEfAaGDCxHzxjUU0b76/cVTs6FIMIh48/0AGn0xkuf+9tTN7f6S9mATFns7u27z5yGXsvPB6NzWa4/L2rmLy70y2MAQkYp8WnKG8Vl17upP+6j/rvEAOz/KmsRkpqbia/RJIxd/spv08yX6MgXnqp4TIWGAZxwAQkKqhuMzAfn2+pLQHA4bOPYu8Ln0Q7HsIdnWLrm38jhm0+ZlsVMaIpKR/kvjt46DJuvPJcel614xF2vvISQMDk7euycNC2clnEzycjqBglk8YJEJBtZZwlViuyq0Zk5n7oBISSLI4ENeJipCQz9cYKLsrR52KAB2dlIbAQQ7r0/0vgqCL52WZUV7WqVa1qVas6T3UugGppWsAyfEEwLcNNPZqNArTm5O8nBdCGrncqQFgUQ3ElPU601EXVRBbRCMvFhQWXDqGwaIdW+lFLYVIBmaz4QhgKaoXELE4Yds4ojwOqW3PYwznM6QyY1zLpibLWXoZU3XSTKl3dINOZiujf9eVg0Geq8obuLHqjBwKtyAc5AtNQOqh7Z5q4qvRNdkzGS/fTClstcl+DUEgmo7DHITE15JGyVEEkfVoE6ZErDAIKkLJJREmeC8R9yRklBQtNK4A0Zpuyri5pPxjiPFvBazRnYe1FzUyYpBfQgJ2wmGRNx7qrhDiy7QTbuakCHWsVgWkoDdqBBQipl9I2jMDCTIWIP+brBMDKhLcOKMpS5JJt2zuvoDj5b2I/sJ4zHzrH6qYBO4KdE67tXcD/VT2P7er4zL1xbopMMsfSRQS58LJFACc9uWFQoF0v0IwtmhElNiuPUkkmug4IhYJTgLyMvYBO6R0HVKYZjYTi9cyWAA4gRKmwR7zOorSXWa45XVQyBjwe4eCx+7Hz0pNp0atdG0YgZbD57k6PDaXWpwWwg4cvY+czz2aAa4gbn38eCIzJ+zflO3I5uubKAnIRGQPyJNdpbhqWmYOJTFn6KFVZwk7uyXbNJFaVTTeGFKJMP7KtFOT+NSzjSmUXQyW9vsJGJ1m0Sn1VDq1y+ywS6ODph7Dz5ZfSPdZurOHmr3wOVBTCjKrjdR4lAzkfuy8+0YuzAgB2DnuffwGTg6mco1yKrWy3cyKBdjYuTC0w0bksWvt3nRHgGaO1fHzOByvP+XbQsdHKSJuGQYHQrjmYWQE7KzuQuhCN9bPIqL77n30J/8baqx/3bqxqVb368xd/H7/+8j8GAIRXv/8x783HW0899RS2trYA9I1/Qgg95lCZO/0JdEo/oGMfc7mpc64nt81ZQV38nc/nSeJprU3fubGxkb6HiHry1B+VtZrLV/P4ljzTczGSJT+e3ChIK3+dvz9nCa21KZonlxIvY0hzptkY08txXdwffX/OdOp7cvZ3UZIL9A2R9D26r3kWbP6eZeZPTdOkc5dLla21ad+rqvqRhlM5i1sURZL43msfn3nmGbz6qvzfcXh4eGZ7P646F0D1qBmA5ga2YbiTFu7uFOABOE5SQ2FEOFsrANHJX5SJqfxSjWuUWc0NWCIwkz+E440Jjra24V0B41sMT/fg6DhO8iQHtTgJKO82cAczyXOsG3G8VNBkOtkgaW8UFhhViuAml/Plk9OcFVmMX4jvSaZECnqMARAy2VvcQHbdsaUOoGrvW/7vKiWMfW+m6cYqZ25kIshJWpfiG/JjYT4Tc8HGSC+rvjU6iKpjM9d1MiIiokw+mEl1cxlh/B72QYChVoiS2kU3zlz+m4453vTMZxyJ2UX2JY6HMC2I/cq6oAEUU4avDPzIoRhU3UKDEeaHmUFNI5P/7DqR8Y/MLxF4fQ3u1GN406HeGGD3whhj1/3ncu4qeLmejAWH6PSsbq75w33g0I5LNGsW7YDQVp1iQc3JOIIpZbgENWTnSd+T/VOSDEdX6tSnCvQWMagNIO87Z21AVAiFiwCRsPf8oz3TLEDuvb3nH8Pk++90Rl167qIkfffFJ5cCrt2Xn8Lknet96bqC3biI090LkflfuPdTGZMWk/QeDVbk04DgXbYRbHG3mBQs9YBrt2kD07IYzkVTtO67kGT8SenRth1ADR6aC7z3uee7hSA99sJh73PPY/L2h/KZuukWxLxKwwPa0eDscQLish1ZeKgKA3FxIG8TAKQPHuiMlIzpnudEUDk0p17nOE42gtQieg8U3XM6XVuG0I4Y9YaFPS1gpqUsKEUn8p5PwLKs3Z/SshcuAABe//d++2Pek1Wtanm9/W9NAACP/ZyuoyhQ+spXvpKkl0AH/HJwlIPDvEc0l3bmDrU5aNXK+0zruk7AcQCvygAAIABJREFUh5nT9+cZrESEk5OT9NkcKKn0ddGxdrFycFhVVa/nNAd5uVQ1P7Z7Aa5ctqpALZetKgjLZcWL/adaw+HwTP6pvl+raZp0zPlCQZ4Nu7jvur182yoxzl2E83MUQkj7XpZlOs782Ji5d+50+3Vdp/HNf+o2iChtIx/bqqpSX/Ta2lr6fmstnnpK3Lm//e1v46OqcwFU37q2jeENi+HuHO7OKejoFI4ZoSqkHxUQpqQNcaVc+gypVkml6YBJ60GzujM1qkqJJyCIHM4Ax5MN3L2vy3AMrsDJ+ArWD3cwOj6ErRmjG3PYkxp0MgMdnYBnM5mwFC7OmhnAglOurnKo9E/ZJu2TBLrJr4Io7aNklsmRTmD1IlZGNbKEYgaUmQvF9ldxGI43QxuENdX+LgVl+p3a9hqi2YrtJr0BQd7PcT2ARV4prEPGkmrpMSwAQooMCbVxclc34KYBT2fpfKZxG1QC7K0Vti4xdBHgNy0OHrvS5cHG7FaVHfJsLhJblRsbjShx4DJfMIAwSBm7HEork3wvKIoLxHgi9OJUlKmq10XKysahKgvpn87l24FFZqkmQ3kUEZDYY4rs/+BOQHPDYvp0gYvl6dL74zwUZf0O2rMIQO7FFMUjbKbm7uqKR5L8AlmPZbqMIyMorKD+pEzGKv2VEEYtutrC6Ps4uWtTG0B1K/c/EMFMZOMKuZaY6N6ZuWsDhNt3O0MdAKjVYdyiXRve43NDsLpp2+55pfd/+q9ZfxeC9OI72zlE52qIvHTsjC4uCSgNTtfrslXrCP5NyzDUXbehJhCTZAYDQEDKbYVv5Vqczbueee05jz3xIHPvYx9LHrC6H/N8nvpS9Zngjk7RbpyVtbuTKWg672elxmc5WSNMuI6ryvttPJ854tbeXRvNlNR7ID73jAdA3MX4KIjVNTgAYFHVtGsOdlbCzmphVTV+KxjkuberWtWqVrWqVa3qo69zAVSL9ysMdxnuuE4yPTo4hpnPZSV9c6PL/+SYp8lGQEicoMKHmOspph80HIKHFXhUIYwKyXGMcrDD7ctnJVzG4HS0hfte24WpPczxTIxFZpH5qyph/coiAzpd36P01ioYUlaRuggMnWglN83MrdRkrNsieA2QMckNg3TC6+MKWmRDqenYzF6MxiIoVtawsPBVF9egbEVwJL1cDLBDdDINEuUwC6AmdOYsIfSkxSq3pHktx6jyh6YB2hY0HODgyQex99nnpdftZIrtb72OyTvXuxghG7MO434fPvwAbnzuuZ7kcucXXgY21jF5/6aMqToRx75XshZsBChzWUhPW1zkCBrLY7s+3FBS6muzdQasjLCq3eSWhDxtDNqLayiinBltm84hB5IJuJ5na7qFBs1RBVDcmcFOW7Ad4TAYVCaTiJ+3ioZWid1P16swZ0QuumvHlVMfr91sXp+7/bKRvxvdhJVxU8pPY1ZkkUZ+naJqdFEkB6mN70Bq00bJv5OfCjDaADObw53OlgIvd3gCbmpwfhoSo2/gjk7Qbpw1m3FHp0CIuboqO88VFCoDjvvcxW0pGOQ+AMoWqVjlrAXBl3HhRIdeF98i+E/xrFZAqm0A9vHvnkAR0JGRxay0ONa0woDqCnLKnO72yZ1M0Y67lfTu2E8QdPEpmsFptjDXNdh7XPqTb2H3q1/uMbLUtNj68+8iHByCBoPUf086Rlra0uFivFDea54/c1juTTgZC/KAAcszzMT7tkV8X9wH/RrTKSdCKe0AxsYFBs3j5nh+l3gT/LTWf/7tP4yvzuZHr2pV56GU7f+1//jlj3lPPp76xV/8xfQ6d2DNGbpcqpszZzmjtmg4ZK3tmROdnp6mbShDOpvNeuxjbsSUmwMpAzidTtPvF6MIF1nEnAVl5qWs6GL+Z24ClDPKypbmDOBipqgeR1VVPTmrvjc3p1qWKXt8fLyUgdZ90PHKHXDtgmpLa1ESnLOv+ffnrHhufqX7BsiY67Hm7GpVVel1LgnOZc76uZxxza+toijSdzZN07v+dMyNMfilX/olAD8HjKqbEmzNHaiLPX1EJExm3UQAUyYAp1EK1ApbRydT8Cye8Ph57WtS98dQxgmfO6vvBgBfFCAfYE7mIvWNDCINBtmElToQlU2amLgzM+oZC5n+xCu+X6I+Oumr/FoZD46z9ygpbVthGYqizwg62wHSyCACEJCoEsUoee4VxezFCNylv6uTuKbdVIMWRPYREZwX3MnhOLK6KsvQeVzGtKbjcg4Hj17p97qNR9j58qcADgI6QwCMFzbDByB47P7qK0sklxZ7zz2CyXs70SymBIrYBxuNcyjrfVWgz1UhQCd0E1t2RhjjFmAnfX2JvSoiUAUAJVQI8CWivFr2EbFnVuSOvuuXDkEiOawVI5bCpQUBjgxQsMDW+AQXivPLqAJI5yNl12YgLjFilUSBtCOTTJRCKex0D7Qqxoj+WmwBtBnjSpRkrcrsI7A4MCt4jUoD8lEGnEn9E1vJDGriQlbrwYdH2P7m32LnFz99Bjhd+sa35d5wBcxkHbSxLoZdpzOE/VvY+rPv4uavfuEs4PrLv+0UHMYCJspss0WtM0zcgit2zxyJtD/VwFdWnlkF9RjBReY19acqMLMRpCoTSwpSSZyagc6ROoROdp8/d6zIlNgHbP/zH2DnF15aMmbfAbcdsreTDdBkA1w4mJMpwvEJJm9+ANBf4NZXPo12Yw3u8ARbf/5dbPzwHclf1gig1nc5tNam52YyWgK651o8Zs6ex6kVgiEZsi2S3FfODbqe8wzgk7TtdjJ/kgVGXgZKF5/lP6V17fdewMvVz6meclU/dXXt917AQ//max/3bvxE67nnnsOVK1cAAJPJJAGsHITlwIKZewBymcNv3vOpgCkHtXlfat6Lysw4PhYPjdPT0170TS6bzYGoSoUfeuih9Nn9/f30ufx7FNQ1TdMDuwomc2feHAAuxunk79F/W1tbS7LV0WiUXucyWa3cdTj/rrIs0xjlPa/5IkC+v/nxOed6zry527H+zM+Pfuf29jbW1kSJdPv27Z7EuslSC7Tm83n6bC53vlfvru5rPlZlWfaur3yxY5kkOHcs/upXv4o//MM/xEdR5wKoSkA9I5QOpixkklo3iR3jtpPz8doAXDqZdDW+c6p0DjBR8kemH1ECxImYTFaMbxGWgFU3q2EPZ8LMEcXoCQeuFt6b94vqBZZdMETZhJkoyTzTvqihDuKFphJBBbUcQa8yVwrgo8xVP0eDqmMW4ncti77ogG22v7YzIpFjEsmgAjSd4CbZpbKFLg5idCyVQ+2YLbS+M7DRmzXGsZA12Pv8C/fudXvzfZm4lkWvT7Ad30N2OKxkQcFZcFmkPtg01m1IVzgvrtgRdZN9FpBKYHE2Tr+PzIyePtsBgVAC7ZpDMRqAkmwynvdc/qnROvo9sxpqOkOnc2B9BLaEyp61WD9PJb2LWd8mRWBjooQ0smjiuhpB6gAJpEpfpW4MaezVCy04GWsKQAgEw1GKbeUDFGK8TZQEE8silf5JecpEnWQ8yJuTidd8Dp7OsPHaW+C6wf6XX0K7PoI7OsHWn76K9dffA7kiZWbyQDKXAYAGFSbv7YD+5NvY+8ILaMcjuJMpLn/7DWyokVJgoJlH8684Nk5zfDOGNS91Ms+yUoM6cVdWgH4hfb7tUGS/QkMDtV3HrNwCkwNxi8F8D4P6KD3nNPaHnTCq8CRs/yJ7GxUIcK7Lo4799xq1Nbl6Ddy22P/CJ2XMDk9w6U+/g8kb78kzOsTMVIqy6cIBw4HsqjXYfPtDAaysfQd6LQRw3YDRgOoarHE3ZSHXVRlXdeNzhNRlm4rY8y2APvWpKvBEtxgCRNLaRxmwrh0q4I+LIQpqfWXh7JLzpe0cq1rVqla1qlWt6idS5wKolgeAm8dICe1t0klnZHF4PgeODcx0BB5WCBtDUN2IxLJp4uTKioTMOYRBBR4WacLXDk1ygFw73MXRZtejCgDkPbbe/hBhWAAoQD7KoZgl7kVdMxufNGNnwI+lzuAlglMCQEeyEsI+dJYxhrqeVq0cpBIBTQTeVRnlvy5J47htO9ORGE5PQMcmKdi2ppP5xd5VNWoBkOJD1HRE5XCm0T0loEB0ZAXagYU1BEMEM4/9l5EdpDaCguksmSYJ0JYMVAbuDTrHQ/hDWXUja2HWhuC6QZjN4Q5P0E6WSS5P4PdvyWfKUibazgkrU5XQSAnyM6jZVhggZSzq4oJpuJvkGk6xRKaVSW9dENgBXi4NOVWOBJBNhnB1AxydpGgdAMl0iwA5P+rirCxf68GFg98oMd8kTKopClrC4Jyn0n5nH2SCn8/ZdRFG+wO1tzeCgAQM0vvRudO26Jh7irRg/l49N5D4moQVdJEnKhRyWWZvcaj1ArTVhdcYTN66hslb10TZENla5gDAAt7D374D3L4jYE03ai0mb3+IyTs35DpbX0MYDxAeuR+mFjBMx6fAaRaAHXum1ZSot996ILl5kjMIVQSpA0I7kOeWjyBKmema1jG39yXQx1RgOrgCtoTSH6VFJ9MAtiaQJ5A3MAFgE+LzIqRnBLJFnh4U00W5CFY33/owDmtkY3X1ObLZPJ8D+7fBzGDvwU0rYFTNrqI7LxEBxvWBn0qd9N81t1RbGdTJmzP5NyKzHtlRGAI1oTPeCt11ZgFQG8fbCpsfXHctmorQVhAX9FIWLLhuOnBteiPzU1m3/v0vAQBe+9LKQGlVPz312pd+F7+Gnw/5r7Jojz32GMZjmfcsk8ACwmIuM/DJZaO5tHZRgpu/HxBGU1k3Y0yPUVvmKJyzhW3b9gyPlAF87bXXzkh+c9Okra0tXIjGbk3T4M6dOwCAu3fv9vZxmcNvzsZWVdWTKisDvb6+ntyJ19bW0vjqe3MDJf27HnPuwJuzojrmdV33mNNFSfOybaokV9+bs9s543n79m3s7u72Pq+Vy3OXGVXlEt98jBbZ28Vt56x40zS9z+kxT6fTNLbOuWSu9corr/xsM6rlcTTrmTbCYEQjIDLS05liTEhcY4lZGBdjwAOJJiF1aFQjjyjLJB/jCZw6aBIG82Pg4AZO1i8jWAfbNpjs3MRwegI/KjumLUBAHpBMWySbME6Uctlt+skJiGg/mmamUtafCKAvY1uQth7efwm7n3pCzINOZ7j83auYvHczAXgqig7MqxyYuWOS8/3Sm8QYhIGLbr/iJKoxF210w8zzBeVDIqNjA5AFTBMjQxgwNaWIC/Kc+gNTv5vmbWbsmzueol1f0ut2eAJ1GTUbY7TPPAwza+EOTrD1zb/Bzb//ylnJ5Z++2rGV8RjJGmBQxQkuZzRev5SBgUols5xJdZkNMWM3mQEZJPOqYIF6zcCtObjDUo5dr0MFJ747L/BBWCZn5ZowAFcOs4sl5pvA5eoYzw5uLN3X81B8OoXmpSbzpFwBEMfOVxbN0Ijp1BpiPjES+kn9gdH4h9D/dy0K6MBIkGtQWHsBJrmx190Ht7H/7MNoh5XcK995ExtvvCdjnvpqA6hwMJcudgtB3kcn71qUCtEAS/vcZX/jf/Bq9AUI47++hvbiGO16iVDIYpCbethRBXM0kMUaH8BNg8OHHsDuZ5+Ve3k6x/Zr72Jy87a0JVgrMUkRoIbSoF63XayKE5m5HxCadcBXDHZAe3dLDH56g2Ywq7aA8gjUEuwcKI4ZfBLlryTRLdYRTB1w+MAl7D/+QG/cJu9cl+Oe1x1Acw5UlqCqlL7/0nUtFzMZO5rPwW2LkPXoLO6bUZdsYzrWtKpSOwfaVhYU6gahboCT08Ru54CYyEvP6SmBCisLT9Yk5UeIBnzE8RA8QA7w0QVYF1lSb2+8Bn0FtEOgHRq0kwHcvJZWBMS2Ac7yr38Ky77wLL71n64A6qp+OuufvHkVAPDbTz/1Me/JR1fGGDz88MMABGwpUJ1MJmf6LgH04mmqqupJQvOYF63ciTeX7Go559LnTk5OegBK31eWZQInRVEk4DqdTns9mrlr7mIxcwI7m5ubSSacR+mEEBLYbZom7VdVVT2gqhLXPE5lbW0tbXNtbS3t7+bmZhpTBaz5GIQQeses21bArsev8uHFz+b9pfqZvNc1B80KlGezGY6OjtKY587Jeem4lJmxZVmWPQde/f68d3g+n/d6dLWWyYedcz0ZsNZiNE4O4HPg+5u/+ZsAgK9//ev4cda5AKrDWy2Kg0ZYEGd7vVpwFmQHKYtTAJCN/WnZjaD9oUYcLgGIFLESwyBfCVj1FQAGCj7Gpb1j2Iaj2ygjKHALgPEx/sUIMFVVJ3nIvMWjk3hCGFlSRjj2SCLq/clZHDzxIHZfjq61p3Nsv/Y2JtdvdeBIpb7MOHjgUj+vcW2IG5//BMDA5N0IZjJXTfaduVFigHJArK6idhENoDNsMVkvJpCMbygAwQszY1qZ6HGIE0JnZMGAqet108xTIO5fSG6+3HoBnb/82bO9bn/6HZm8WguezlC8swOe1wjzOTber8FN2/W4HZ1i65t/g80P94DJRs/ch9sWOG67yW1mcMXMMDNh38l3hk3sSIZedzu6qgpwF9kpfKdYjJ4xwnQNLMLAwd7OZIHKcqs8PEAkngqQdFEiAPW6wexKi8o0MDi/k2BlusSlNo51CDh4/H7sfeY5tGsCwsaHt0CDY4QyLgBklxzT4kaR+il9GRdaIqEKllxVA475qNGh2msvOwDPOLjvIm6+8Hj/XvniJxCmU0xefw9JVh8BNg9KAZqA9DETJSUC1Y2wgG0r78/jlbIFICoKhPEQzWaFZizPIlMbeAbIl2Ls1LTA/BQHTzyAnS99suvJHg2w8+mnwT98F+M7h+DSIESQ5UuDoHE+ThQOCcTrWMVFEqEClxQ7+IE8r9gQTCv9rRTidWtEPnx030XsP/5gP0v2iy8AIWDjzfcjCyyLgCgKcFWAB2JMx9bANF7W82Jfqd5LFGXA6SYBILJ/K6DURpCqkUFxYTFf2IMhHDz2APa/+CmRGR9Psf3XP8Dm+7txITKaGrVZnzSQzO3Is7Cm8RpTB2CObuaJZQ3dbhJ37/VVBLt53m1+D6xqVata1apWtaqfSJ0LoGqnAe5wJiZAdeyLnNcycfWhYyKdTB755BRqrpL65QABREUBFA6hcvCjAu3Qol4zwuxQRrBxNvGLbKsvAQoGFGSf1GjDTdsE0FAA5IOwOtGMhBqf+uTURRPGgMcjgAh3nnoQNz/xWDYpHGDnM88Cp69i8sb7nTFR/Pe9f/DZpeZBuy892QFVAF1/WewDVXOmupGJoLMAosQ1bwsrDHxhOjl0zBBdlGaCZFJsWEEsoR0aGMewJIwq+zhBVfZQe0WLogPqRGJM0raYXL0GMgZ7X/ikgJuTKbb/6vvYePtDhMCAr8FkzjAzkzc/wKYeu7XCtGxOOib5ZAo0NdgHHDz5IPa/9CnpIzye4vKrb2JybU8Ozwv7y22AH5Wd4zEhMlxIDsCaw8gumrA4wA8EOAmz3AF6br1MwCMw6plvDSIw0pgUzzAnU5y8cB/uPAdsP3oHL629D0vnF6gC6JB6vM4OnnwQO3/vU2DXgbCDwf2o2pug8kjAKgEg7rFXiCQzWUjvqUcED0Jx+yDGP5yMuRBv3ADLDLSAiXmp+08/tDTbdP+Ln8Tk6rXul7FflMsCoXSyAIG4gqvqCNPKgkQ8hwwkFpkG0VmwKMCjAfxaKcDSAnBGzNQYMHMDa4yAnLJY3pPtLPaffAhrr/4QvpAsUHGcjb2oA732BFSqoVdwHIErA7aNWvSFMq1co4243Ka+y3hpGQaYDe48fGVpluzup5/BxuvvCYsa2yi4KsTRuYptA440VhlG1SNtK4tB1oKIIat5igIX8nYrK6B3XAnonTXAvI2LQgF3H3sENzPjpnZ9hJ0vvwTwd7H5wa7cXxYR1Bp5tlnEhZQuH1rBqY7lIrNPUfK7yObLv2f3ca4aOLPa8tNT/9E/+/2PexdWtap/6fr1kUhCf+eZJ+HfeOtj3puPpi5dupRYrwsXLiRWMDdNupe89F4us/P5PLFzyqxNp9PEqOX5p03T9IyScgZWmbOqqhIbuWi+k7OLuWw0NyXSY5hMJCN3a2srMZ65DPbo6KgnN9XXTdP0WFEdo+Fw2GNUlfXMHXCttWkM8p96DLkJkvc+vef4+DiNSwgh/b6u656sWvexbduezFnP6Xg8Toxqzkrm8u1cJpyfX91efgw5Q9y2bXJvzo8jl3PnLLFuo23b9P3GmPQ9+XEWRdHLpdXy3idG3RjTy1pVNvzHUecCqLrjGjRvO6dUIPX6URYBowY+IicFUraFmrpEtopdlIPFAHhfyUSFQjdBUalXcJT6L20dJ69x26wgiCj1qMq+QCSCUT2KgBRlA0B6IdeGyYhl/6mHlk4K9z7zHDZee1v+nmnT79nHuTbserV0EpX3ugHp39lQB+b1q0nlz6ZzQK4oSQu1Ga+265i7zKSl2UfZHMHaLt/SuGhiojJMCKMRRRtA3Xa9f6FNhkpmbYTN/UNM/vg7KW+V5jV4bQRTNID3CLOuB0LPNxVOGJmyAA0qARyjqlsgaFowgIPHLuHmr3yuN8m98cUXgG++hsn1/SjvjNQSIZlKhcpEcCoMVCggPyNITbJoggBXwwilOiYbUFV27Lj2/cXznKSNgEilo5nW0UMWzVaLi8NTPFbuY436Uo/zVDQadrJHLy7Ue597PoFULTYGc7eFIR+BDfcAAi9uM8p4DbqeQWZCYAFk7KljviwAT9H0K+alekY7XB6t0Y5HcYEr9q1r/mZhI9sm9we1plMiWBulyKYDqDZKX+PD/eCph7D74pNoByVs22D99h7GBwcwDcM0QUx5hgUwLMDbG/e+lwclmg0n8nsbr7VCWNSOjabY/y2LJO0ag0sGWwawA+w9CMqk7UwBuHgToWIBpJGpbkaqnIgRyQ5oyyUgF/HZY6jLkk1xUTJOh5c2cevxB+DLAm7eYOuN97H51nVQCGAyMFYAKqsCRicx0eWcotFSGFVo1yuwIRR6YYQA8gF7rzx/D8O15yTGKr437SfLogIT0rNNxowW/iCBfo7uv6EE2AkD7U7jeFOUnfPiFfvTXf/K6BzHX61qVX9HVSTPrIOvM8Zf/Zh35iOqwWCQQF3eZzocDnty11xWq7/PeypzaWre06qfW4xE0SqKIoGWXCZKRAmo5P2f1tr0uq7rpX2fRJT2UfdlMBjg4sWLAAS8KgiczWbp9Xg8xvb2NgABU9q7enJykrYzmUxw3333pf3VfXbO9Vxqdd83NjawtbWV9kG/PweqOSDW1+PxuCfrzaNtdCxPT08TIAwh9BYW8vfre/T7R6NR+l3eFzoYDHrnOQebCk63trbS6+Pj4x44zfc37yPW7SuQzKXUeQxRLnHO5d75+V98rfv4y7/8y/iDP/gD/LjqfADVfdFn546tyWhI+5YAAV3BdyvzhVx8uSyvc8FFBKmUZHPBUjdhJsG4BowQsZ5p4+8Cuh5GILrjyqRa9H2QSZIXgyKqG2EVrABILpw4BseexnbQab3zatdHCEtWHe5pHnR8KiZFMUaConlQkpdmRYGjcZKTybmTvFQ/cPBDg2Zk0AwpMS6qJGxoHXOzYNJS3QdfAMPpEUwjoD446UdU9EFlgS+Gt/Eb7/+fuP/oFm6ML+F37v8V/OXBVmSYSdiZ8Qi8NoAflRIFNKduQhh7bU1ZSI8aIMeprLn3gJdzHcZDhFEBM29BjQHNBGTsf+nFpZPc3U8/jY2r1wS8qHGMtqRSN6lV2W9iS/UZbjr2VK+n6XAdR09sITzlOuZ253a/dzmCVjYGXMQsSBTgssD8IsGMWhhiDKjBCS+/Ts5FFQWIWmHGo7vrsixSAGBynXO0zZQMhju0yiKnzlnWoOy0IZhoqKSKB+lNJVBpAONApYU5beBm9VKw6k6m6IyMTJJeaxzT4X0XcevxB9BWJdx0jsvfvYqNN96P8lUWgKu7FhcdDp54ADc+20nyfVHiYPt+mDpgfXoA24SkLJDFDws3b5be/7ZpUI+lF1XBvP4MtlM4sM3AVcECqiwDFw9ABQO7V4CmALsG2LoJrB+CfZSzF4CZ63MwrrKQSPlt28AXZ/fLHZ/K4hLHvOoY60TMONjaxN7TD3fKkEGJmy88DjALWI3nDoFBLiSDpYMnH8TeK89Hp+QZtt76EGuzEwGUBITCwAQLah3Q+nteV+14BDWSQ1TapBXn5EStAN0kRtoXakbVjbEunkQiHOzEoGo23MLBQw7ucoPtv30HmwfH8SKg/s9VrWpVq1rVqlb1kde5AKoJXOrrGAOgrCqAJDcEICBKmVZlKpVljJNSP3Ro1izaAaEdxolfJNIQIpvDHdMq240TLS9MEMUog+AoRZRQzHEkz8LqzBqRLLcePBTGj50BQoCZe9C8gTuZyiRrodzhCcz6OsylCwgbI5hbh+CjY2z9xfdw8x98/qx50Df/VoB73QgYWpOJGyEzabJG9kUZVUAke5Fh9pUwqcqw+EpiRJp1YYib4y2cNSAyaMwW3PgIxYmOHcfPCwD+eydv4Ld+8HsYtbK69ODxPn7rnf8Z/+XD/xB/ifuEcQQQBhXCsACXRmTD6iB8GAGk92DvJaZIV+R0xbBtQcMBeFjBrxXwIycSZEOgqgSF+Y9mo1kMjbgqECrZB91/HZOgct9eTI8yMHE8AfBsHS3uS9dhuz7CjS99EvydN7D5zo1OMhgBqrLrTEJrhcqhWWcMhjWeGN9CYIO9dmPpvp+HSmZDhkC2AKyFO50tBRWEtgMDAFL8R1JBxF9C+kODY1BBqfebWtkKG8DW8l6OjsmhJJC3IM8oCLj43o0eeAIAaj0uf++tLv+4cHHBRu6no+0L2H3mkQ5wjQa48crzQOtlMcMJm9g5vgorvvvSU2dlxsbg4L77MNm9K8+XIM8F03hYH7Dt3sHOwufIe0z2dqG9p0FBqfb0ZtecrwRg+SE8rmguAAAgAElEQVSDqyBg30bn4827wObdKP3vNK1spOcawYBawM/ki8SEikDEWL+9h4Pt+3vO5dS22P7rNzo1QAigeS2ZoiEsV4ZYi/1nH8XG/l0YIuDuEVKMkfe4++SDuPmVl7Pc5CFufvIJXHrvGtaODmHabPEinuN7XVfueBolyWJKxsNK7uPKIhQ2PtvknhYVBHXRSC7e15SNdbynmQBfr4PbboGurUrsvPwUaF6Ly3Pcv1WP6qpW9fHWn7/4+/j1l/8xACC8+v2PeW9+vFWWZZLE5uwW0MlqnXM9oxutXLY5n8/TZ/Nt6OeGw2Fiv46Pj3v5q8rQTafTZPITQkjMWc7WElGSATvncHh4mLapTG3uNKv7t7GxkZx+iSgdW13X6fV0OsXt27fT53QbGxsbaV/G43FiUYfDYTpWIuplsKo8eDKZJGYwlyHrtnMmNmdUc5OjPGu2aZo0HvP5fGm+rPc+SXJzl2Yt5xw2NzfTPt26dSuNoVbTND1WWPN1B4NBT56d56jm7G4uM87Nt/SnnsPhcJjGJ5dMV1WVxjx3V86NlXT7APDiiy/ij//4j9PY/f+tcwFUuSygrpwJtMZVfPbR8UIn/oE7B8g2Rh9k4fAUpDfMl0aYMZf1EkZSAZAJoZvGF2AxUGpYDFyaCEQDAI6OxLmZi+Y3zpouW68qpS8NAE1r4PAYmM8RmhZb3/gObv7qF84Cz7/4HtA08B/ugN/3CLGna+MHM8BaMRMZD2HrBhc+3MHaeADcfxnm8KSLP4lM4+fXbuI3dv5I2Mz1S/idR38N33RPgAsr2ZYDi1CJo6iOix+ILNqXMiFmx8DR8kuC4VBPGG6qcliDgmRs2DL+g7f+9wRStUbtHL+x9w381cY/irJLB1gCtQFHly/2JYQ/eA8Xrl4DZnORmbbSs6bRNgePXpG+1rHEwWzeuImN3TvCcpso+a6Ke09yZzX8Ew+kLFk2hGbNRTdUkV6KoZRIoROr6kQeGAqWPl2Vs97dRi8PEhA59ycew+SD3RSVQrN5lJi6KDO2gAHqzRL86BSfunIDz69dx/fmD+P9+SX82/+f75qfbJHrnE91Uenyq1dx4wuf6IM3DrBuX4CVQ9fStyxypmB4B6CS609lvpqnSp5QT0jAVZcKhRQnUhcgnmM4u4nZYBvBiIP3hWs7WD86BQ+r5ERN0eyLqyH2n1wuxd995Xms+RbUSN85AFlkqCz8wN1TZuyLAu3IwkRHXT8qRL1QGdjSY+PODo4uiMO48S3WDneBwQlmRddDCWTgtNR9QgRajOAYZtjCWIaxAUQMZv3Pn2MLJSF4A2aCB8CB4D0lVjsZhLWEojnG+p0bOFnfhi8KuFmNS+9ex6gktM88BHs4F8AcBFgDuLfMuirQblTAegWztQ7TRGOkAOz/whKFgzW489AVrP/NAUwdYKKMGwBgLba//y52Pv3MGXB/6dpNNE8/gFBGZUJkUDUrNrh4L5dRQh2f/cEhMczpT8nx/4V4Px9todfIDwHhuy89jYn2xa5qVas6F3X9V2Rif+XVj3lHPoLK+y8VBOXRJ4vuvwomyrLs9R3qdubz+dIIm9whVkFV7kB7/fr19F0HBwc9F1oFfjloLooigewctAE4Aw7X19d7vZX5cep7RqNROp7RaJTAlLU2AcXc9baqql5sSx5Vk++jbmdR2qyl267rOo3XaDRKwNE5t9QxOJdBDwaD9P7cSRjonz/9u25jNBqlbcxms7Qvbdum4xmPxz2JdR4blMt9dUxzOXkO8vPFjjziJwe7+cKGvnbOpfcMh8Ne3I9eZ3fu3EnS7p8ZoCqOtwTMxEBJcxHVMVdmV1HCp31P3oPnsWHYByEnhsMUAWKaANOaSH+hA6k9E6VIsMbJscbLyMRRASyBDXf5ogpSG99JPPXC0+xUH2LEhbjgTt65DvzRtzoXy6NTXPrGtzF5WzIJxUY3JOBD1mDz2j4u/I9/Al5fw+zxi2CCTIbXB7BEoJMp+OQUDOALG3v4rXf+oGMzj/bxWz/8H/BfvPyP8GcbzyGURkBpadAOImvotD9L/qS4Btt0M+W8bAM2Et/AJGCVGBKFGAj3H91aemrvP74FHgfQbC44pS1wcOXSWQnhi08ChcHm1eugkylwOk2xIodPPoSdX/p0Z9pTlbj18IMwtcfk+q3OyMlabL/2Ts8xWc/H5o2bmG8P5PzHrE8xkkLMko1joNLfUrxquBCQKiBCrgMWGnDp8bajATQah50V91dm6aMNIhcPAwc/MFgfTzFrC3w4v4BHqlto2C7d5nkobpq0iKTRLRtXPwC876JX5g0K3AJXR/BAuudYTYAsd/eiPqsDhAWs4r3EEZR6GSu9vrQ3GkCKtjGtvM/4Y6y1x3AzRnHCqGZB+kyjukLdZMnXMMxoq3v0Z1YFTh8c9QQFoeh6lk1oEezZzxrfYj4xMK1J6gw2kHvNAcYcY3J83AFtZPdczjzrPaiSXydjF6L8l1sDUEBZeVgb9HHWbZMJbWvhW5PAW2p/AMANAUF68UFA2R5j490DmLpbhPMjNcZysragC3OBf6SM2VdW9n1o03Ey3bvtwRdFihgiH/0HWnmmTj7YBQXG7iefQDuq4OoGGzdvovKnqDdLhJLS9kXCS8kNOTm7x3PAMc83X3haNFaiAPAyYyoA7ahCpKeX/vuqVrWqVa1qVav66Op8AFWNdImsjUwsJepAQSushWaGSo+SMG1pHUT7VonAzqBds2iHhHaIzn00ljIXHUMjsjgfnW0pxmIkZGtJ5uiGY8SBAOajZVmn79yQfYnRFxivgQYDXNg7xIX/6RsIR8fChiLO2b2H5ocqWGVmYDYDbU4QNtdQb9jE+Pq1QgBi0wLHDJ7N8RvTbyxlM//D1/83fOPLz8MPCG0lzse+7CZpGknTDhntuhdZIW4CN5eYtFzYFfbBkDAtjtBK2gTIAzfWt/Dg0d6ZU3tjfEm24QNwMgW1Hvu//PISCaHB/tMPY3xwBDMZwRyvJZOmvS91zrL5+28/8oBE/ETmGwAmH+7LZz75JNphCds02NjfRRVOUI/lO4VlkQtCDVV8nPwiTmqZIiBqRPkJEpdjUOxrVkvVhXKn8y5iKeY7pmM1AIyBHxaoxwY+GNw3PMSLow9wvblwZlvnqpJRVKTZYu7lxpvvY+Od68DmBuYPTbD72Qr1MLJVyj47jnLWDFYRkFC/upzJF8ltEARUKbhKDq1xUcl4knZlj6iCiL2d2utZxF5xL/J7jU+iprkn627bBr4i6d2O+CpkkU5VvYfp4EqPSacQsHl9B4NDH83b4mc4ypaZzgLRKLlXphNAp/iI71V3X46gFYZBlmGM/CmsR+k8DIkBXBsMGh9lq40FewO15g2F6K6ZBNwHVgksoxkZmBJJgit50XpsDGoZxsrz8cKHO9h/7KEUA6PHP7l5s3PJNtSTMRvfIriz94mtG1ATYGovi351jCeLMTWTq9cwefcG6ke20Kw7tCODesMmMEqMzuQsOvfq8ywUGZB13ZjLv8eFyLjwlOKQ7uGi7KbxfrYmRqKtAOuqVrWqj6aIqOdcq7LKoigSA7iYe5mbFunrnMXLJazKuDVNkxjSnJWbzWbpPVVV9b5f33N8fJykrGtra4kZHY/HiWm9fPlykrPmctNcDqyM6+HhYWJxc1ZyfX29Z/KTmyMpKzkYDHrjsswZ1znXYxHzPFhAWME8u1WPv23bniRYj5OI0vEbY3rsrjr6hhASu5wfa25mlJ/DXKat35nLl4moJ+XNt5e/1hzbuq7Tfg2HQzz44IMAxFU6Z0a1ciffnKHX8cxf56xvzq62bZu2OR6P7+lC/S9T5wKocmG7/E+96WLEi04MOGan8nSaTDoApH4qcmXn+GsM6rGR3lRHnWuorsCzTGztTFkZlp9BJmfGx8kaqwQxMkHpNePg/q2z+Y2vPI9wdIzJ29fFgKWqQIMKYXMszMG8hSkK6febzwVwGwLZSvoyqyoywg40qOAvbmB+aZDchWViK/mlfGENzeNCrd//f/zTpeN6/9E+Tq4UfRMR2zEMzVhAqh8HoAzS6za4I8xXNGlB0YC2d8DjQ/jGoB2JbNbNADsHPMn4/tef+dfwn/z57/YA86mr8N8+9w8R6HKSi4JZWMcl1ZYF5hfKuK+jBKh/lOTQzGOf8OGx9DQHxuTwGBt3jlBvjTDfdGjWDGabpnM3jusPPVJUJ7I2slkFpx7CxL7o5NYC2NgF7t6PXC5IrcfW1WsAEcKoApxBKC1S/FA0mmnXHHwBrA/m+PT4fWzaU/yvt15CYe4dkP1xF5WdqzEz9TNGY29himtRUAnqg1P5VfzJ3U8DdFRkXAhRi3gn0l+5/yjJgoPKgyOYZQKoRSf3L+V5Qdou0LSyiNU02P7rH/ZidQCRll58bwfVqY/y9g5gKp5eCweoRoyjrW14V8A2IjOe7N2RHlqjJkaUwJRpu+tK+lEFBCtjKsccf6iZUpL7xt/F3mhjGdWgwXgwx8C1KI2HNQHOBEzbAvNWNlhbB7Ih7g9HBlIk8vr8k9uRgCHgZpwk1+I03D3/9JTAEMZ3DgAAdx68grYSyf7Fd69j49bdqMagFLejMvrJ3k3cve+Bfi+s99h+4wO4o7mwtdO5nB/NYZaLCiAX1SCm74qsrr1xjLVypUyPrdYFAiApZMAANdR5I63tAocL97MP2H79ffmLMWAE0II8eFWrWtVPvh74o7sAfvZ0DoPBoCeD1crBKRH1gJ/+X1kUxVIJK4BebIr+VODpvU/g7OjoqOe6q+9ZjEnR7RweHibQduvWLezs7KTP5u6xi3LXXAobssW/HJzlfZG5i25VVQk0lmWZgJX3vud6nPdX5mBWZcjaIzscDtO2c+A3nU570mMdozw2xhiTvvPo6CjJXBfHNwdteuy6UJBHyeTjsQhg9f2np6cJkOZjl59HAL191/HKe1BzyXR+PFrW2qWS4MVrQa+t3I3aGIP9/X38uOpcANUwKKQvzBjph/JB2BAiABbqBttF0bAwkHqxWyt5q1FeSsMS7YDQjCOjWiBNkNPkM052QRBXWWbYGghxMgzL0dQFsHNhkHKp2v4zD581Vikc9r/0ouQ3OgcyBlwWKTuTXDarirmOsDZFYWA4ELmic7j79MPY+8RjaKsCtm2wsbeL9TsHEoERc1zdsVwgN9Yv4cGjsxfF9fWt/i8y2XMOvkAAuQBTRDnh1h2Yy7cSmAjBgINkJ/qBhfFAaDsW0jSM//uxF8D4d/Cb3/5fcP/RPm6sb+G/eeFfxZ9tPgtOrq2AnXu4ukFbLZcQslvczx/hUDqdwxxNO3bdWmExywJhWCAUpu/i6zK2J8ZT9IZH2TjbgROOxsYKGJQdxPohqCXgeBvMDm5eY+v1DzDZuZUZJ8lkNxQRNPkguZGtSIg3qhkMMd6ttzDzDo8Mb585xnNTqm7wvgPeWoWMN0eWugP83C0QaY9q+gkk0YJlgKJBELiX8sMtCTCOEmF4ArcEUjm+Ao9AkRmX69KP9PkRoYeT5wgB2HzvJgiE3c88G7N8RQ2xcfN2MmdLbtlRWqo98mM+xuVwHWnD8cEuvaZiEEbegAqTWHs5GKRMVB8BV/4s0nETSX7X36vXHBcM6zxGVY2Nco6ha3B04zLe+8HzqKdDFMMZLjz1FuzFAxiTLbJY7t3zpAwtkFr+fVwJU7BqG2lxSLriaDAHAOu37orcPn5YzkGMEmsDXHby2BmM6BTV3gz7Tz2MdliK8uTVq5i8t9OdZDUo0qzs9Nx00WuAujiZyJgqe6rj1tNBZ4tOyJ93gLD8+jvLCcRSdSTX3fFlIEgv8aV3b2Bj944wyIU4Ep9jdf6qVrWqVa1qVT9zdS6AKjtZhbchiFwtM1RKDOusBtc10NQyu7L9yTJZg4MnHsTup59BO6pgQouC92HoqFsk54zIiWrD4FTJJ1JWB5G3mrZrPQ2lgamDGLLEfqofFTlDo5G43BZO/hABFrj78Db2n3xZpMInU2x/6weYvPWhRGEYEpAK4ODhy9h56ckkGfVFibtXHoBpGZuHAmaoblHs3AG8x+/c//fxW9N/dobN/K+++K9LT6npcipV+isTOY7yTEZRehgbZJILMWhRwxbvGb410u9VsLSwcsducYzq+aNHPoE/eeATiaGWcY7nzwtoYyJsfriDW48uSAi9x9ZbH2K4N4usjoIeAp9cw+6zjy44u7a4/K0fAtOZmGsVLk0ouXQIlU3ZibnsWw1lFJTmfcsqT01yy0yWyVZYJwFNgmJtcYTCHmNwm3HxtSmKO1ORLjoLFDYCXCPbBYHJJHbeV8DF6hRvTu/Dh9NN1MHh2C9njs9F5UZnvkaSvxqK+u8oVwmAaSJ4NB12ICYwVOrLfcBKImuleO2lezQCNw4kgNRTNNCJf4Jsi0NkDiOb2VYSTyKGaHHlufh/2Xu3Hlmy60zsW3vviMjMup1LX9nNS7N5EUmNqJstjawZSBpoPCOM51UwDBh+8pthwICfBOjRr4af7D/gAfQ6gCSMJVvjGVGWLJGSKFIkpWa3SPaNfbrPraqyMiNi7+WHtdaOFVl5NIDnkF2ayQUcVFZWZsSOHZezv/V961s+4cU4+/4DnP32H05STstED9r6JKp02PoVG5jSfYu0WxnKFCqjWmK41rtTevPa/SeA2qTF9drDlCThNL1X5whA1w04W2xwe7HG47eex3f+/IsoWY5vuFri3tc/h9Mf+SvgaC2O2oVAmWpCoCZitMZXXhNyK8ZEsQeCunmXpAk7AshkwcZQBy2FALRd1wRk6Upcgms5B4Db7z7A7T/7a5H/mwGceQ5oko7bUB3bOYlcnhtxeS4qp5715HVJJX9/W9T7WyXIrODd3/PVfwA6RUfnSHSBxQeEo3cKVvfVMyFGMWGLNF0nhzjEIT60+A/N7dfCs6h931ejGs+cAhOrRdoD3F57qajFPjZvvV5X9mwYhllvT2PcTk9PZ/Jg207f95V19OyiH9f9+/cr29c0zbU+qn5cXu7q2deUUmVCfb9Ob6zkHYj9GL3JkmegF4tFlefaTy9x9o68McZZT1U7Nj8u72js5/3q6qrOqe+1+iRTJS/rtTk/Pz+fOfraZzxD64+taZqZaZVdC8vlctYPddcN2jsde+doP0Yv8fVM667c2o6/67qZa/G/b9wMoKr1P/m4q4thygVhM8rC5/GF9G/koiA1Ts6/XIBxxMNPfxTv/uwXKstZYoMtnpfWpvFxXdz4hR8tZFFNGQhaT1ZaZRW2hDgwQgQoTytuOTF4cv/G9Qa06MCrxdRPFcCjF+/OW2Icr/Duz38RQMDZd96RE8wMpIT3fvIz12s4Q8DDF5/H8cPHCG0ATlr0nzrD2BF+s3sF64+f4L//o3+Jjzx+H2+fPoP/5Wf/OX7nU59XUxXbBioTwVqbWVoGAqMwoU0FXTNg2Yw4btVJLCdcbDtcXHVS+9Yw8sIW0yQS6h4AEcYV6dwx0oZr7WDccnX1JGacvv8QVIAHL5uEsMcz334Lp+9+oGYvI7DtK4N9560HiI/WeO/HXp3VA58+uEB59hY4RpSlANXSBGGvmnCtxdAug1raOdtUWSgFTxUsqFxSGGhlVMEYjxiUA8Y1YTxuFKCXqe4wSUsgJgJBGPnQjxhPGgzHhDce38H7myMs4ohffeGP8dFmvyHVjQhLGilQqQ9nBzg8U1VBBSBsqIojZFuY2qkQBISqiIsqSpUfMWVwCSja24YZAEvCBKPsn5lFCTFKAiAMEIAzEKgJABIoiQEaaR2ibIYEeNnrnMX0SgEWFRYmOEVwmwScAjOWVeog9fitRlYNjHI3AVQDrdV1Vu9Jqwf119414BUANAVNlA8XJrzx9R+tILWeohJx8fonsPiJv0BIBWUbUWXYJuNVpjEAKMayGuAmffbaKYgT2xsAQMsk6v40AUcZQFLmu2u133GpSUYwS69jX7JhbYNSBC8aed6lIGUNUZIAJYbJzKrKoKnK860OdvZcZ8zBbJiup9r+xzHNtXaaNJkSTT4uCUpudY4za2Li7570N96+4fXvhzjEf+Rh/5/6mkvvSiv/x021lQYyQghV4upBiwd/T9qPrz+0bTNzrTNdr9dV1rvZbGYyU79/D5QtngTI/Pc82PZ/97WlBki9A/JqtdrbescD1d36SO9Su+tAvFqt6hh9q5wQQt1/3/cz+bQHxHYcXqr88OHDev587eh6vZ65Ie/OkW8lE0KYSZa99Nhee9DYtu3s2vEOyH6ufasa24//7L73/ff8vMcYZ5+pJVtOgvw04kYA1XEVEXuRmlkNaBiyOEHWxY57bb9rhh5EuPcTn70mxQUC8vAM6PjxtKDxf/UFDmQAjhC3kyQMRCgdybZZxhm3AXe++w7ufWpP/8av/BUwDKAhCfMQCaUJ+OCVl/a0xEi49zOfx+l6Ky6ht5cYF/HJbTBSg80d06aiutZyBH731c/j//zE5+uxjAuqzEyV+jmQLmBCGa5CwtasrnDc9GhixiIOKExIoWAzJoRQQIGll2gkcGEQ07QAVqIMBoQHQoHUupWGxJAI6uSaGacfPMDZ9+8r+BG2FUHAZW5ahKgsjZ7z0/cf4fR3v+xOHoE7ZasNONgCldyx0mS6Upn1uoidGJYq6XMAtUqA62JXjzdPB+zdQzkSCoV6PFSUOeRpkVsgxjClAdqYsUo9nl1c4IX0EM+G9d7zfqOClPk3mWaMKCdLjEeN9rG8Xnsp3wOmelT5SVHqoomAELOy+AJWo7ZgKSWAOSPngBIDcgooAwODgtbEKIF0zlXGGgiXCGjWAWnDiNuCuGVxAt9q2yBGTYrV0GtR/q4ANghTasdeP6fXGytAza2wf9a7c1wEDEeoiSIDP8YC7pYiAKhS3/p7YEmmdBlxkbFsRpw0GzzTXWJ7db0vMwDkzUJAPQFoChg6X4Wk9n4EAgsjygQhxhOQF8BYJPEUBpJWXaPU2IaBJWk3MMIQELelKiXsPEsrKUYEwFlvJrsvtVXNtfJO/Zu10OImKHNKk7s2i9ETRxJgHTHd53YPN6IOMZkv7LFkp9aDf58IcSC1Hof+n2DsfGki0pVmtfOeYzjEIQ5xiEMc4hA/sLgRQFVYMBJ5rfUqHbL0yls0AB2D+kFkeW2upjnibiS1nuPxdRdPAACnqdbLLTIEVBFKYpEYKjsSsixOwYxgrQ4UxYg5SgCVBOINzt5/F+d3xFgl9QOe+dZ3cfr+I6Bp1PlXmGEctU9uibFocf7ZM3AAtqey0CcewbTHKXMY0D0Ud9HSENJGFtZmMmJmS7nDZNZSdW3yXu7UKMgAZVOAyOiaEcdNj6Nmi/O3n8e3v/E5bK9WaJdXOHrlbxDOLsAqJRTJL6FEmbtpAS8LPUq2KFZ2hqa/lTaAMyOMjFC0Dk4X+8Kg6qI3BK1rpMpkEbOwV0Bls4gFII5HWs/WCEtWXY7VhKXWuDnwXkEDAG5472KWbdFfF85UF7M0BqQrWdxbC486fkBq+EoGt1Hlk/K+1dy9dPQIXzz9Hj7bvYMj6nHO+6+RmxDciZkSjXJdW4LI7hXfWmXGPKvEd2aq5EFqYATiClItSN1sYyjCfrJk6yIkYcKpoFwlYWPVjXqStENZTbn4mAI4MkJPCGrAQ6PKWF1ybPJ34hnbKskKN7hIlSnnRJOrrLJ9uZXa+OGYZgkRAawKjHZdQCw54ljBCmgLoYyEzIRAjEQZR0cXuLw8uXaeYreVuXTzbWxpASEwRCat7ua1XZAe5/TM0EQMQeYwACESgtbZk97DYEBE3ZKMKk0EBUkgWp9TYaZpAoTA7D7hKKZjeTGBfZMmD0sxQSvtdN/MTJIiYO7SJjX3SaeaEPDXJubHXdnsxGqEheouzJFQ2iRsuyXD/o7FW//N5/TV732o4zjEIQ6xP4y58wY6ni3zzrk+vCSzaZoZu+XlnBb+7/Y93+fS79OYVWDeF/Ti4qKyjsMw1NdPYlF3WcLdz/hjCyHMjH+sF6fvhepfl1JmjOy+XrNeBrvLTNv27D1v2gRMzKCfT/uc/TSm1X/m1q1blTkdhmFmLGXz7f/uGVWbx67r6rH5Xqu7c2ssZoyxss7Hx8czGa7vqWrH7a8t33PWX39+//teM/Ne5tarAZ5G3Aig2j4aUNpQFxFhyKDtCBpGWSBYW4CcxSmXgsgPV8ta1/SklhMIoy5Mze3WpH6QhazOJxmwUpli6KlK5moXDUat+ZIWMZc43l4iPWJ0jwqOHl6BlyrDWG9A/QAuBenROdJP/MgTW2IAAuKO3sugzIin7+L+Sy9dq+F89q/fRPuwVzfPgHEZUTobD2FsqTrbSm3qhLkMlOVOzFlIW1cgMsJixHHXo0sjzt9+Hm/8+Y9XWWF/tcLwzc9i9elvoz05x3YjK8UCAasYdQGep4UuFWm/EQagz8rSqJNyWpCYtQzCdNXERMEMOLCrUa0IxhbzDjSURt4cV+I6m1uAKVR5c24mZlkWo/p+y8hLNUcCak1lDZ5e1LlSZ+hqwBKkDUtp5XxQkQSLjFVkyNwE5E6AasgFJQWsnw24emnEP737F/iR9h1kEO7lExxRjxsb2o+UAWFSAQGoan4DKCAJqH1T/ZwSkyQeIotxV+TK0huDavXRRIxIU430kCNyVkMvzSZQgJowAdaGBXp/UxGwYUZLJRHKFggNIfbCFlLSa61MgCsMZWL/iKSWs4JRUQMgACVqvXYQkFo615c37tyDaap59uy7zAlgrXeuRb1x9VcF9IUJ25LwhR/7Cr78//4csmupEuKIW5/+Nrb2XUssFX3tTJtI5ewlTs+2oi7KJUs5Jg+ECEZhgLTOPbcC3sJovVeF8QxDATOBFgQqYQ5MdxIA9XWByqUJRZNMItGfAL6BVNkvqjKiJp0S1+RTrUdtHEi3ZNZuEqraAGOWNBCzJZrk2m3U49QL2ScsDnGIQxziKcQ+cOSda2OMM2dWk5g2TTMDpPo1vUMAACAASURBVF4264GFhYEg79Datu2sFtXXNhoIu3v37swt1oMs7yTsX/t97gMu3pXXy1cNIB8dHdUWN8fHx9cAFoBrtZteeurrKG0umqapgM+OebPZVHDGzLPX9tmc80z66+XOflxeQm3H7KW+Mcb6vm3Py4ovLy/3ymc9SPY1weM4zv7mWxvtq9ddLpcz0Gzzv+968jJgH8w8A6oWNp+77z+NuBFAFZjACUdCXiTQ0CjLwYqCFLBYH8eMyYyDGc/92Wt452c+vyP/LaDVPemd5xeJPLEMZqjBCcBCFqm20PVA1Xo4hnFiD63NzdQWIYC6Rrax6YEQQNr39dk//ibe/fmdlhhjxnNffQOnb98Xh1EFayt+hPbeGvc+93GMyw5p0+OZ197E6b0HyIskErkmIC8Dxo4qCzAuJqOW6nRcprHWRfGoTAcroRmAVdPjtNngtW9+bm/t2/pvPo74ha/rwOWf1bpxMeZKPx+M6dTXBdrYgSsrQi0wLiJiz5MkcSgIo3wGIUqCQtnjaTDTeRT22BxAtV5QwYMxqL7lR0kCUE2KyWomJe6tcwngdI6pzp1IfecL1VrT1hBKFxHU3be2ctGWNIAAnP4s4fIl4PmP3cdR2OKt8Ra+N0iv2YYyfmn/7fGhBz26mO5BM65SCXCt3SSqfSpFVm5f1p+RhUlVcBpi0RLXghgLIgl4ldyEfLmJGUOO2IaEwoScA8YhImeSc5YJ5FhuY9lKK68LqLatSRtjR+UeFydmqmPlAAWtjKJ186xSVBQGRW1bY7LQCqjEzXdcyH2YO0JeoLr3SmuaiXW2hJcZElXZvLsEjSn212YuAX1J6EvCCx/7Hn4Kf4Cv//lP4nJ9jMVqjec/+y30ty9webESMyWethUy9NmGqopA0f3Z6bPnIlAddUkpXjNOowKMHSEkGbgk7FjmdpSbs2JBM3Ezdtr93+UltrX2NGlNr/ZinVrRONBL0/PW7r2p9Zi79nYeGfMX7pdCde4BlT2PkOdRnsyjwNN9fIhDHOIQhzjEIX44cSOA6niU0DzuBaBa/ReRmJiUIj1VVQ5KCQAiqrFL1gbx33kXSFEMdxYtiEZQdw/UnouRsNUw2QLa2DmwLAQrOBGJITXkQJ7r3zi6gStooUIYtwHjcSPuxQRQr0XQo7iC3fre90F/GPHej39aWmKsN3juq9/G2RvvCCDv2mnxD+Ds3fs4/f4DkRm2Il8uTYRJYZm0RrWRxV1ppM6sAlQHGmUgxhZMfytdAXUFIWZk/eBmvb/2jbctYmQMAJgko2ISQrQTkLeFpGeLzNQobkkll8rGWrmtGuvEnpCuiiYIuK41i7aV8SC1viboApdmi9bc0WScQhPjYqzLDJj6MK2ytjxBmSHjed9Gt2guyrBJr1SarmHIghcAaChgSgJsmfCJ9AEaKliXDo/LEvEGd4VjyyLGCPQDKEXwsqvGN/Ihxz7b+dLpY82KsP6dCSiFkJKAVFa0ZiA1KKMKAIEYbcrSDpWiyoAlC1NY6qUlmcEIIHDG1M9Vc1zFSYHDMIGuei0yBIAWnhg2kgSEON9KEqnWLiZrMTP1Jc4LY1NVYt8Kw8sm99VniTx+GFSvK50mnvIiJgGGsqE8BqkZpyIJHya89LHv4FOvvIZIBd+9uoN31qe4WB9hHIOb56lHqt2P9Rq2U5VRFRcl8jQf9Vkh7YDCiFrXasZRYGGqOWpd6zAZp8HdFzPWWBN/1td57CbA7/uezsyTvFzfQGrD2nbKzTEwq/OdgWNXU+//Zs8DO+56bWSInN/+AQeweohDfMjxK7/8qwC+9WEP46nGPjMb7yjrjYIAzBxlvfTXwss2vcmNMWdPMltaLBYzRs9kuFdXV3tZxO12O3Os9a659rppmsrieabV9/H0DsDmxnvnzp26/9VqNZP7GtuYc57JcPe5IXtn4mEYrh23N0cax7FKnDebzUz66+XO/jhse7smS/61dwM2B2DvRGzja9u27nO73c5kvftkzeM4zrbjHYD9dWFz5823vKOySc+9ydYum+rZYm+sZXPh5eS/9mu/hqcZNwKo/pf/82/iN976aXzwL1/GyZsZi/e2GE860Ngg9A3imIFtL7Wp5iiZkrSQGDNQeiBEnL32Jo62Gzx+ZYUHnxOWg4EKUABMIM7AaeTa6oYMxDKBUlFWgqT9RSZgJIStk2gAk+wQhNhHNCYJjOJySYO4jSIAJ+sNjv/oaxXAgBnlmTN52URZ9GuUFGbMBHQhN64ichfAAeiPaFa7lTugdJO82YO52rNRF8MlKZs0EkoJGHJEYcJitcZmfXTtHIVuKyYtheqCLq1tVS0LeUsA7C58OQrQL60cgxm0UJGx25hySxhWepMMO8cATK6deh6zMq0cBCTUulxAa30FsOQFYMZHYvYjfSnZ97U1UFUpJehE6f6jfIizu4ayJSp0jrYZYd1LMqFNtdaOmEEjI172OP+pFfhja3zy1gf48ubjaGjEhltEFDTksyA3LMYRnJK0aAJEChwCuGuQVwnDUcK4DFIHup2mT+ocFURovS9DRBLMESVHjGNA143CrDqHM2bCUIK0SNL7jADEqP9hsLj5MkMMwSEZEr2bwb0CoqTXZ2W3Jza1MpmVTSQFKlxbzAAANfK9WgvrQaoyuMXqUBsFUWnqIwtgDoSqJFf/5pMwZG+49wJjkUakkJFCllrVUBAVuGYmrIcW622DPEawOpUTT+OdZK4OEUOApwFHQBJaeWFJJrmvQk8T4+wM/WYS3SRMK5Xpnp4SZWF6Bun8mgKi9kX1raOMjbVnt27LVBKl0V6ziackpCWfgnt2wC5ESCWtuU2X6XzINelArCWgIlRFMzl5H+IQhzjE0w5b4HvQtl6vK/Dw9YqllFldqH1+GIYZmPNh4GdfLaYHUn3fz2SbHhRZ+PYs2+22Sj49aPRSWQ+gLXw9pweyx8fHVfp7dnZW9xNCeKKs2IM5244Hox7Aehmsr1G148w5V6fj7XY7my8vpbbvAqjbZua9gNDmzPZpQNjmx8/b0dHRTPrtz4UH3j5p4EG+7dPXLvu6567rrrlKd103c472tau+dtbe9wmJ3Rrhp+32a3EjgOp/e/Y2/rPlb+Cf/fh/B6YWYWjRvS9Zh9IlhKMlkKIwq4WBYUB1kwSUMslAd6SsIwRgBgEjYpTDk7mLyekwfR2BEeJ0wVGQujkQY+wTGAEoykIWATClAbAAAAFfMxlaCsIOJ+sLqBeZ1Z3yfDElbM0kZUakSbmnNXHAtDjmQMhLQn+i4wiYZJcyJN2uMgO+DQZkoVxCqQB+KAHrscUnv/AX+NZXfhrZyX8pZCw+8V302rdy1zxJaBZUJgSkYNXq4BIDja0XTVpHSGuuprhU3GKaBbRa1AW07cMleuy96jZrDGd17EUFqdXMJkzzPh0kpsSFRZFjZf/hpMxMkc/Kfm1ShUXlIOYwpQnInUhIw8BAaerYAxjnResCKKOAEGn+n8uNCsvAWiuarkVpk8pip49VJmqEMOa7db88f01qosSsCRPI66j3Zy7Cnma2/6SlVQ2pTBhEKCaTZa4Scx4xd48NksgBRJ4cMs3krGCIPNaAJE9Mnh6ZS5jMWb6i5knS0gTISwdSgSmZtXN6GXor6S3vXbmFvWdtxwMQMbo0og0ZXRhxHLdYhAENZWxKg01usBkTxjGqAZhHvlO+Z2JJuT7HAEzMZAXGNia9BxRIxi3VJJOBfI5AIaq9qQHMGVRgDvQiUI24AJH7VraUJqDoWNQq49d7uLZB2qn7tVM1K0ylIufAHoy1VpfnA6uJQT0nzjyJ9FlQ0vWF2yEOcYhDHOIQh/jBxI0AqgNnvDWeIjxMSBuuhh21BUQTQWMERl1JpgQwg/tBqBRAFj5an2p9UTnJAgpZMxDGGqhJCgAgsCzsAqOgVLmhFY4RQXoSQhcuo/Z/YmFwKMvCd1wQtrcDxiWhOQpoHxeEIYrRyKhjrL1Edf+F530cC1ewR+NUs2vGLSURRnPBVNOWyVFUZXDGKrjaK8ORJuerxIEyxWUQWWEbRzz/8e+gDSP++i++iMv1MVarS3Sf+C6ujtfIV83ExNDEWk4slW6Y5wtfW/iRvg/FiqWdWCUqPIEGmoC1saAyXlxjNmyxa0C11qQ2kxNo0bo1jhCXYwMEu8yLvY4sdbw6cVXOWlf70z9jaETyqMBpkTAuY61vDFnZ3C5iXAHLZY9l1EbSimaaMMmvb2LQciFKBgBoEhCl/rpQQmkDcqfSa2UUrTYZ2YCHu68KJukuAUBAtr/niBCKZg31fiFGIrtPGDmIaNba1+RQUJqIMopENg8BHAJCC619luSIJEAgIHXU50St3RTwCmAOKO1862vP+EHB27gyNQMLk9rypODgaXsVOGuSQ8CgZkbd9ACYEmxtQViOaLoRAYxx5xppKKOJGSdpi5Nui82QkMeI3AfQNiCug0qddxCkJfIad0+RG4MB6FbGYvNYGlFS2HwSu/sWcj9UF2QyxQTP7rGZfF7lv7nF1E5rxsQaWHWmVEmup9Kwlg/soOLiDkYuIFTZNbH8r6dss08YMqym1iUhYkCIBBqKJqJwiEMc4hBPNXx/U8+uWnjmFJgzo76npjcK2tcP0zNk/j3b/8nJSWU6d11f7fPeHMkbMQ3DMGNud1ldAHvZz5RSZTlPT0+r9Pf4+HivyVRKqbKqXsK8a+Dje6eahNg7/PrwjKONJcZYmcPHjx/PGF1/Lvx3Lbwkm5mrERUwnWtz//Xz5sfNzDP5rmdufdj2vOuv77XrDbK8WZI/h559tfD9Wv1+vCQ9pTSTBO/rjfs04kYA1YYiPtE8RFkU5C5pXZhefERiNDQKOKVBaX9mYBTahojAamBDRdtMhGmBA0Ay6pGBhlHbFhBAUYALBUZqrJfj5Dhqu0KSsZQ+zOSvJhsElNFr5f0wEEITFcAErYUzp0w9maMiL63LZcLUfiUzShNQ2oBxGeoCeeyUvWn0Z7uzQDaGVhfg0Eo4Lm6BaIyyrV0Do4vTBfnKJ17HFz/1lyggPBqX+NI7n8R4sah1hNPCzwNKRXHOoArAZNikP3Onx2pAYXDkjy4Q/aK9ggJ4pkP3G+afq5+xWtTg1pU7LHq9Juyt2lMWAlJhC1lck/jOwIuNNQHjqkFIwqb2t5Kyi/oBZcL72wUvH63xfPcYq9BjXVpE8I2uTwUAbhKIMlCK/MsFyJKEKZkRt/JPnGYxAQydK7kmILLRAjk/JYCLSDdjyiItB8AcwHYfQlrUkNavAiydb0hqVzMXxBgwjowSAnLU1jUhgocAGkQCXLIlsFTCahL1bIwqVdfb2mbI3TO1DtmYVJP4RiAvzP15Xis5Nw+arrXqHq6fmUvap2cTAKAQyiZhALDNSVr5ECNSwcAR53mBgSMus0p+QkEIBZkTwFTJRWONZz2A7EKO83M1U0fU82/PUnXEhYD8yt6SSyRZcshKFrzDLlBzi/a7JLUm6fTkkqwmd+Tu8cDaQocnue++2D0Hem/P6lTrnEyftxreiWUvoG0WUzz3/9IhDnGIQxziEIf4wceNAKpZVy50NCJ3SRaSg7RqsfYjtXk89CczKCWY3JJWCfl4idzFWb9MD0S4mibJ4iq0ubZ9oCC9HMWziZHi1L9xHJSpDUA8HlGGAM4E2kRwZK2xYhATgrYrGVcRcStumHGrzra2CAYqyLNFMQDkRahMlLnflsaYU1lgj0s1UeqA8Zgn5tBYVAUJtYdpQa3TtUWghbULialgkQb0OSESYxkHvNzeBwCcpwW+vnwR2zFiXQJK3yBeBsTeLbZnrNMOU8Oy6JQFuYD/0sqK1mpXwwCkK2W5irVAmY55VwoIQpVemry3tDy5gOqCVoC/gocAIJWpHtkxfDVBNYYJgA/62phpOzyVKHPDoN7qbeU7pZXEAhVG92B0rXcYnAjb2w0Wr5zjx+++iVcX7+EobNHSiKAgNe7tU3IzglcdMGh9eClSo2pRgQVN7JoDMBXMWL2vaV0DHDrSTRlzakyjJozIzY0ZLqVY1PNKQG0OgjJKCCIZJtT2JzRKqxYQK0AldXaFXndwiRKVsRZUxUNpqLY8MhlqXrAwqYsyOfQqKN8/ie6ne011XiC1kr4+NTCQpOdsEzOWccAq9DiOGzSUEcHYsGZOmZCLnpck58ja9ARfnzkbk2MVgSn541jKKrkvcq6oiCEVD/NE0+xejZMLeDUws2MMU2KJGNWR2xhqqWue7nW27zSuHtWXcsyeP+61SXvd32Yy/mhj0ARV0PY5ek5CZvEYyHmSvB/a0xziEId4ymGs1GazqQzlOI6zOkdfm2nM1a6B0C4jZu/7ukP7uY+t22XcjAlcr9ez2k0zBOq6rrZf6ft+xvR6BtLe9/067diOj48r4+lrKD1z6A18/DwMw7DXQGnXTMrGeHl5ibt3pcuC791q2/SmUb621rPOu2yxvSaiOnZ/LvzYT09PZ21zbJ82Pr9dX+fqmWXPVnpm17ct8nW3i8VixoDaGO34dnvE7tuPHYf/ue/zT2K3/33jRgDVSAELYqQ2V1ADQBZQjGkhZSZFVqtahEWtwLU4WaeF/V6z6CQLvyR9G6VFhoDUlHL9SooZTSyzhXPOAf0m1Wz+bHGEKevPEdUoaFyIhDeoGVowExVmkR3CFkYiH7Zs/rCajFtq7SuA4ZiUvVF20lgFx1qQ9jStDI5NZ5lwQomQHqqNgPXMQUxaII6ib/Z3KqMawFg0I7axmfN+uq95bZ1NhC4gjQUxKaguQhEY40oXhIPMVRinRb4dw8SuzIFqXRRjqlmz80ysZYGkY0l7rgs7YRaFpNVJJmH9jD3WsdS5LCofvDgFP3oOQ04YaUS3ehe3Hj2QzzCD+iJmWgzkVUJJAZtbEXeO1jiOWwwc8TCvMHBCoCKggwtuanATwdpuySTsiITHz93G+596GWPbIOQRzeZ9xHSOMbpeqgDA5MCgnSAokw2MY5RTFKxljaoaAgsQZRLzoFltubj8IpTZg6zUdkAMHrV9TgzgEQBIwSkjEE0GzQVVzgpjBrVVCtPE+kkyRJi+3DK4Y/AiT2x9FvlxlYX757XuZwZk7Vq2X21qjNkPBCRCCAUvrh7hY8v7OItXWIUtvvX6Z/Cvv/wLeHR5im55haNP/g3K6QVKCaIC0H2FgaZnAtxlb5d41vs1YgY2d+8XduZQYRDViEmCq4NydvtwwNRvsziDKV8m4Gv85XvKqOrrKvO1B4MlHu2ZYxNo4NTPsyWgdmX8NP2tvq8/630fxGcgd3FKnB7iEIf4ocabo5jQ0KOLD3kkP7jwoGq9Xleg6GW9vl+oBzZN0+Dq6qp+3gMxDyDtsxb+7x7oejCbUqrf2Ww2dYzb7XbmbusdgE026vflgaqBquPj4ypZ7bquHpt3FPbg1P/ujYU8mPNyV//d09NTPP/88/X17jGv1+uZ67GfZwPnXvrq9+v7q3oZcNM0s7HZ38w06urqqp63zWZT97NrpOT75XowbZ/zINSbcnmX5hDCDEzvxq4s2l9zFh547wJSS7L4nqpPI24EUAU0OR6EoRgXJEzUWCTBr61p2HySmiRANedaFygmHDQZ1xBfM9sgJnDKoKYgJJEbWh9HItSFsEkNjeFaNKN4OIWIcYiyAGdGaQsKBfCA6norNZ/SxYMywL3WnlaWxkxWaDJbYR2bGSHpIop8axSSutTSTPVw3LmLRJnZakZiEmidvtlCzhZohVDWCUMhXPQtTpqNgKbgGg3ryjOrgY3VzuWg7SgMLbogloVsNUghWRELa8L1+PLxtNCkgRBGcmY8BuhRGZnqj2Jg1xIDthDW/onXmNSmzLy3AIgrav3F9sMT4b5rwGsycAL46gR4/GJFGEwNHrz0EsLAOP3gIUoIiIFRYhQ2NUztTGIouJMucSuucVnmTbAzbvAimEiBTJDkTSl49MJdfP9HPg42N7jUYIvnpZcsnVdgUM+dnWso2Lc2KCRSXykJDirphXVqUjJL/8OoQIKqiS8zoTDVhBMRo+QApAImlns0QAzKSpDeqhDwQ9ElR3bNjoyxYzFrshrK6hrtywh0TDJgPTYFnGRKh5rEQZXC23695L1ey1G2ZWqPW80VjuMGx3GDb73+GfzWl/4pBpX8bq9W6L/xWSxefR3x9Bw5qJbX5MzOjI8MnHkGs0qa2d1T7lmh9ywnYNQSAxppAqujAPPQz5Nk8/ZYqPenTx6Wxu3HptHY+OCScaaKIMiXLTlgplCWGAjTteUTTB68TlJouPOHmfS3egY0EXmVkLt4YFQPcYhDHOIQh/ghxo0AqpkLno9LvHz3Id54bonufsR41CBuCDQW+dePwJhB51KALMhSh58iEBMwFoRtRhyUcle5mDi0ojKPnANyYbCm62MsCLGgaxgp5tqnsdfWGP0Yqwy4aUdlVwlYQmrhYgBpXWMZgdAAvFUWowXyclowxl57iTrjIN+3UQYOZwJEtT9qSSL3zVYLZwstA7bqZCptJByAdHjXpLkGBnkhC+GPnjzE507erWzNIgz409f+Hv71l/8hzi9PEbot4stvAbyV/YxAvJoW3RYTOMVkjKJ1e9YqhO0Lrm6Uk7TKscV8rRM0Zgq6LQOjbiFdZZe+N6rKmsnX4gJT7XGB7m9a5FYJoDEvvq7XAEti4P5zbgWuxx0CHrz8Ao4fP0bcZsQLyYoNt5coTUB/lrB+gfCZ1WMMHPG4LLFVl6hABcH3/LiBUczFujCg3rrvf+ajFaROEVC2zyItz6V2HAyyqbK5LAAFmq6DApQhgqK0hGJ14GZFE8xAKQEjRB5tNeS+pWUw9lvb2+RYwGMU1QBJexEmqu7ZlqgRgOhQIxyoq5JVZfs0+VGvNxv/aFkTTGB1Nnmo7KrJ8XcZ/gqcbJ4I4FRAi4zUjUip4Cq32JYGJWzwf/3JL1aQasElYvOdjyF8/hvye1OEUd6SnAO7nvWfzy9NSS15oAiQlgzDrA7Ug8wA5ACQ5g3BPLGru5ezS5TNpshUEnb49f6dAK3Mt825/eNJvm/Pda0E4cFQv4HSHZDKLinBE4C2MoQwSOkFGOAmIMeA/rRB7uj6cR3iEIf4ocSfbF8AAIxvvvUhj+TphzFTm81m1pfSzHy8fNczff67fd/PDJKMRfPyYd/z05vt+LD3Y4yz/XiGzstq9/VIBab2K7vMLDDvi+rlq74ljD82v71hGGbz4o9jnwx4tVrh1q1bdV68VNf24ZnAXZbafvrPe9Mo30LHS489i7pv7oxFPjo6mrG1tm1/nLtz4eff9uOZ4V0ZtDfo8kz77md359vPp41rtz2QP8aHDx8CmIyinlbcCKBawFhzj2JAgQDrRQpA+pAWMVLiYZBWGYBQNEZJLzuMt5cYThKGlfRzjFtVcSa32LKsewK4EGIqtUXGmKP2bAwVsOYSKluzGxQZ1OgiOEh7jUCQVg12/oKSKwXAqOCtnTM41VzJyfPMRbW6ii4ZWVlUqx8Th00WfogxGRr5RS90IehquWqtqgN7R6lHQxmrsMUqbPHVb38Bv/2lf4Ixy41atguU1z8BPPs2cneJyDQ5u+rCr5YbFsjCWE9N3Mj4ihmyJIjk04FsaF2rjljYN1vbVqCqx8009XK0hWsqQMB88WofmRWZAgRj2nUARFLDLPSevLUxemcCGQgARgLn/bdNbhqgMMI2g1NAf3eJzZ2E2DOu7hC2zxTcaaXO48F4hMwB0WS/oVT2+iYG5SLy3wQ1B2OMi3b/hzkhaELGnFJr31EFHhwF4BjLWi8gTSSUAjBCrRmXkMSRsaYxlmouZGF9WI+WW3EEZsI4RuQcUHJAbrXvKkt/ZFg9rQMyBoSmg8c8AeLAFADUprEOiIMAZEse0QQ+ac827W9WH6qMLRpGbAqOV1vcPVrjNF1h4IhHeYVHl6f7p75vcXJ8hXVq0acGOSRJom1Fooux5lycVFfAZSmMaOUImM5ZaRjcikmVB9cix6WqAqFCKB27ZJMD4E4FMZsHY0zd84mYav08WlFDzIzQdPvWK3Z2/EB9xpPKn+tpZEzPZQ+cr06A82fBuUGPEbG8j5AfAQBypzVd24J0yZPHwCEOcYhDPKXY1690HMcKYIZhmAFIDzy8rNc7/e7rtbrPFdhvzwMfIqq1o8Mw1LH4WsjdWlQDM8x8DTj5n/6YPVD1PUV9j1S/7RDCNemy7dMfv32mbdsKCu/evVvfN3AaQpgBRTu2s7Ozus++7+txnp+fz4CyjdGDyqurq72S3JOTk9nx2v59EsL2uduX1s+lT0jse+0Bp++T6s+JP1f7+p/unlv/vgfq+4Dy044bAVQB4Cws8YVb7+I7J89gXFmKncExaHuaAs76fj+Ak7iQcinCiOSCMGSEMc56OVIU2Z53ojU5neyCRCboVjRRJcBS/pon10pMzE2O8iAYQ0BpxFypNAF5DMAgIDuMslCqLIO27zDzlmp8FKjiJVvIjStUF8y8YnEWXRSgy1XGyludD2uxYfWvmK+zkVEBQ11VJqAsMuJyREoZj/oFHrVLrIIA1t/5k1+qILUGR9CD58EffU3mLFDFGDN2Fw7cYVqAxg0QRjF4KYsCbks1b5Hj1sFrSxN7n5syfaYo61PdnN33gUnea069gYUZqsegPwtNkkGe/52q6697jwFSOXMJI2rPHBdp26N77xLh/jn6TzyLN3+hQfrMOfgvTutcbEvCeV5gEQYECNtncZP7qHIUoygOhDCK0VjaDnvBKmGcnH9d8gLQBIYCBi4kCSMGwGEu+bTXLaEUrmy4AFlj/kQyPOrvBl4jsdSyhoJEQBOzMLIloO9TlcIXoVlle2MQhr34a09AFGkyqyoX7P7T9k7wPZ/+lp8zNjNe/wwBDsyp5DcWpChy/G1pkEpBAOP46BwXe8BqWmywbAeMJQhATwUcooDOEXK/OTbRM4sB8p9uxXBFn0mFlDENKqdnB7Sn+5AJ1aAIVOQcebxf77d68mtZCwAAIABJREFUoajJW5kx1PUrlniy8TiTKbbEwm6Cwc+pjdG16pK/TQZpeXsCnE8yfqDBVfs82mVB9+ABwlAU9DKCJkwPcYhDHOIQhzjEDyduBFANIAycsS0JlIyhBMzlNy+SLJCbiCBFadJTNRAoBPBqAY6E0kXkLiC3stg0uR6pnLAuXrKyKQRklYeWRBhiwQBhVVPKyt4UdGayZE6jJIZDwrgSxhKQsywMSw4omZCbhJwJNOi/IgBo5pbrwV3QWi0NG3tJEEBni+chzGtOHVCjUY1itB6u1poZU2NYVU1JKIqB1O2TNe52azSU8Sgvpe3FExgbDA3C0YBCCWNP6vrp2BMdC1sLCV0M10XqCFArqLxU60+ovM9oHlSmhQJjxmLZsWuyga3OMfsiv3rpTExXLXB1YNYWwaOeo2pA44E2xPSKgdALu0TLe+D1C/DyX8oFz/zV9xAer8GrBV77rxt85tXv4e3Hp9gsGWXB4Ns9bjVrnCVhVYfislsI2OwBvzclykIzfosAHoQtvfPdd3Dv1Y9W5QMAgAsSvS8EqaFUnk5NBRhwCQ5tHTW1OEK9BipxrueKSI25iFFCUaduuZ9r8ikwQijVHRhMSGqMxo3suxSq7XCIgJwIJUsvVruubJtW+yqfna67QuLXzObc7YGZMnozWTxQgW59YyL2JDGm5Qq0zOiWA46XW5wtNmhDRgoZizBgFbf4+Z/8ffzuH/zyLJkU4oiP/Mg3AX1mDU0W85/AtXZ9qr/EXKLvjK/kM1SfIRTUMdjq8M3wyAN6SywA02v/uwL7+t5uayg937S7TTiAiikhQcTKwtJUk2pMqgfEBkq9jN+2FRi4uC7jBwWc33oWZ+8+lHlToMoxTED871B85PdEjoX/8cMdxyEOcYj9cXEhBlGllFlfUmPpuq6bSYKNmfSGQ13XzVhPL7c1Rs0bD3n20TN6xoz5Xpxd182MkGyfngH0DNx2u53JSffJfL0JkTff8YyuZxctvPTZy5O9yU+Mse5ztVpVZthv03/WxnV8fFzfH4ahjuv8/Hwmmd3nALzLDHtJtmckjd3129t1Zd6di105tDd8smiaZu8Y/TY9A+wl256V94y23743yvJj2ff6aceNAKqRAsAFp+kKITDGFSMvIuJQ1IhH5bSFpZ+j9VItDJQMbHtQ20hfx76guSRQieooS+KOWwRQsVGXBJGLAtWgto4nlllLjM0g/QtTzCLthbCuY47VdImDLWYLgADuMngI4KgrwVHqxEoDUORZnRqTjNOwJwc1S2pUbhcZlJRNyuro6ZxoZS5oatWiRk4AJiBsi+Cwc7CQur+RAy5yhyWE6Ts5Ot8LVqnbIrUZ/SjsCutiP+hzhiPARU4NmfGIW5AbYxnMvEXdh6cdYA5SFSjIeZpW9UTi6AriaQHsgAK7/XlmpQKj2jKFsAsYSOfS5tBa/XASZj425xiPAVw+C5SEkEc888bbOL33AHy0RFk2OP1Gg7de/xi6+4zUEtYvAP0Z4XZa4yRssOEGg95+WXc+8I24HfcGFUbuInIbUBIjjIzVxWM888abePDyCxi7BnEYsNi+D1peIEfoveITKnpeDdfV9iDQVjAEc9OuzsBDqCZXnl2TOuOgdayykRAmQFlKEFk8yWczA2MJk+zXsegCRAFwkXpz0n0Zwt5Td0qBEVCkF6zVOutxzpxla1IEMwaz9mitpQ5yf5bAQJfRLgSkHrU9mpDRxhERBR2NWNCIH3v162go1xryo9UFPv33/hyLFz7A/e0K59u2AvGS5FrmyOCRJD9T6umY7kNMxlc1NH80OW6LEZWMmSdFhL6H3efLDLy69/w973Za/6/T+aTIs3M1OwcO68ocy4VlrDSV6Tk5sdk0bZ50cvZESY0m0CQpEzcjqsP837Eof/aXH/YQDnGIQ/wtYQBzHMfaBuby8nLm9OodaL3c0gDZdrudyWkNoDBzBRn2We8W69+37+5+b9d12MK77u6T4wJzcPTvkv56+exuLa4H2b6O04/HjmOxWODs7AwA8Mwzz8xche0zT3K/NenvcrnEo0eP6mfNgdm7Hvd9P3M39iDOA3U7jrZtr8mwvUzZy3f3Sadte34OPVDft09fj5xzviYz3922b2Vj4Wt3/XnxSRM/lqcdN2JlnLkgUsDPnHwbf3z343jz/Q55QeBLQugVTBLAKYA7GTIBUp9atE8lM8JYqoeGSWs5KODQ+jiT13JglYeyZMkZ6Ld2sZTKpIhnU66S31IXO9KrMZcg6x8mNM1YWVUxg8koYxADF1lXV7bT3FDlYFj6gFrtKDnHWj14Nvlumb7jnUXtwOsCmCGyOj/Rdeyy/cVRj5PVBsftFpkJXRhxFq9wEjf4pZ/6Pfzml37lGmPTfex7GArJUBqZ59IwSqvmUVazGt2i00IX5ZRt4Yxae1aTCAYiI0/40RarLACBtT7NWHFpxUETKAfmB05u7hyIoCLSUSoE6mmSTu9sw9qWkBm2MBC7c1A6R7ogLB8yjh72yKsWZSF1qi986RxhM4CGjHt//xmUBjg6k4fbhhsxxQFVVnWgjIFvLl0TLwdtsxQwHEmv2ESE1eVjHH/tEUDCtp6/nDDYw9KBfzC0ZlNxScAknw2WRJHPm/mW/KIbKu60ZFL2kVEKTeCUSgVnNpdmnjXJhVF/tyhlAq4x7hQ1AuAyPdgLU5WVXwOwxvDVe3J6nw046TVaQSpQTdWK3lOhKYixoE0jFmnAKvVIVHCaNljFLRottPzMJ/8Kn/nkX2FdWjwaV7jIHc6HBVapx0nXaM09MHQJGWL4RiNQCipYrdPA0yHAvUd6f1GxPqyub/Ps2PXLVlaxD8/Zc4qm8wJLUjwJ/+35f286j5gSTw6EynHQDkCVv5skXTZAcnPvUTLEcZi8A1TFQ0NGPnpCXfYhDnGIQxziEId46nEjgGpUW9BfXr6DNz7yNfyLq5/G+tlboNygfTwinfeytggkQGDVVjfguuJkBm0zLo9Pcf+jLyBzA5yPoKN7QPsYtVSyGhiRGIFkBpIseKFMSuaA2GWEUBAjixFLIRAJgxqIVXk8GbnEmKtMuHQ9+jGpiQshN9OKsBRhX5gBaL9FA5UgYU4pSV2asbpSRyuLaR6UmlFql2r/z4qf5X3YcaqJComMuLSMssygruDOySXOug1WqccyDjhLVzhLIgH+1Cdfwz/m/wP/9iv/AOeXJ1itLvD5H/tTXNze4P7VCudXHdaZMDahuh6HQWWyRdZ/JissLWbqutKwmvJU3DzVD3sZYYEytlIDbJJtWXBrux8F9KyMc2Vu/MKXUXuk0kB1zjkxwrCTXWI3Z4ZZZqAD1c04mIRSnWNp1N6phYHM4DZh+9wRPvipghdfvYefe+4N3EkX0oYmAA0LOM0ccJEXN1r6S0NG2GaEbgLTHCGOt9c0ldM8zoA/0VR7CuwHM0ZkFgd2tb2TSLxpeh0FQOTKokqvY8/QETDdR0BtRWVJKJORAkDOYT97p/dgBb02tkw7bY52KD53HDLAnWNkmUO2w4sMbgradsSiHWp7LADo4oh1abHiLSKktjnqBhc0osTNbMib3GDTJow5YEgFyITSaNsvVwNePaysxrQ6HfvzZnkwnpx3GSBocolJzlHwX8JcCaHfr4mmmjDS56Ftx86bB5N6DjwQZTc2RE1wsSW6MNXsu7ZAVY2syTwOAK3ugS/nMn6UglvvfB9pk4ECYVMzo7+7Qn/rRvyXeYhD/EcX/+unP/VhD+EHHt4oB5hYN89o7RoV7fv8OI6VGdxut5VFNCmrl3sCc3bRWE3PrnlWFMCMAfQSYi+J9Z/3xj0WXuLsZc32WSKasXj75Km7DKbNy8nJSZX7Nk0zM1ba7UHrHXpjjDPjI2O3t9ttnZftdlsZVe+M602Jdl2CLUopMwZy9++7DLI3ufLz4qXa/rv7mE7/Ob+dXWZ2d25zznuNsryZUs65zm3Xdfj1X/91/CDiRv2vG4iq8+m4JAxHhLgJaKwulY2GgSx6o2sXkBmPP3oX77/ysquZa2QREgA6eozJrUSCqUwLLwIoSn9VLgJCiaCMzcTC+MVtq7WrhQnBFrOhIICk92qSVjbbIaEUuxAmSfE4xmrIQoGnOkuWbRIAqEEMkRg1eZmhN/2pNYDKVnnJGweutWmcGNQVdEc9mlCEIQLQhRGPxiUayujCgAUN+NFX/xKfe/WbeDAe4dG4xP3+CA8ub9fvUOTq4OrDmBrDJDzKvNU2EGVKGMwkhCr19cYqs/6nxlTZmhZQZpoVTE4L8LqwrcpQZeV0UUt1gJj1ba1MPGEyBWa3jjUgCwGzaQM0lzqmSCid3LR5EXF1N+Lq2YBwe40Xjx7jLF1hXTo8yiJD2ZSmXjtjCTeaUS3LBtyE2u/TY9PaSmhkpCutrw5zloxN+gr5yQxxYLVLvtB03kea2HY7T8AEZAwwQa+NTJPBkbGdpPeU7g+u/6VXcE41j0Dbeme7UK87/xqFUDRxYvXR04Uu+2FWlj67Vi2WVNLrcmL2eGKSI4Bkz52AoQRk/WOigkVQe36OCJBx2O/r0uIqN3g0LPFgu8JQYr1PUe9TqdHlQVlVTNfyDKQG1PNcAbTr+fy3BlNlSNk/bzWJNCkhVJbt2WmGTIp7OZPus5tvG4eCUNT6ckliGRj1teb2DPQRunPkxMD5s0BuQDzi5IP3cHrvIagviJdbhPvnGF++i3d/psP6M9t/xwQc4hCHOMT/v/A1ql5i6R197XdAgIcHfF42amDK15Q+yZl1H5DxklSTztpn97nEppTq9nfdZXc/7x2Nt9vtDPjsA02llHo8vi43hFD31TRNBeTL5bLOlweTHtTvA17DMNT9PHr0qIJTPxdd182SAB60+nF5kGnfjTFeOxceUPrX/vh3AbGv0d2XqLDP7W7Xu0Hvk5L7/XhwvgtO97lH/yDjRgDVgTMaijimDj+5/Bv84TOv4Jt0uy7+OUiPS44GNrTYWk11bOX5/idfmhu7AAACcPksYnM+q4sDMUrQTD6MvSHkXha9oy1gA8BxusnMvAUgbM1QaQygwOg6s6xW11EmxGC1c9aDyLJPwpgykcjyCKCYJ28lJzscdxZXNn6OshDjyGAi6f0HTC14YBvT9ZwatYQoEsltjrWdRxdGrGKPQAWFAzZo5GdpcJ4X2sMxYdAWPiEI88uFUHJBXhFwRaDNhC9CFkBq5WhW50aZQI2A5uvyYEOHhFlLCpMTZj1nibV/pXyHCs3dSE36l/fX3YEhbGpF+LqILajsy0w66GsLywS85HuM3AVgEWtLj2EV0J8QxiWwWAw4azZoKCOD0Kl0c0DEqHWpKRTksnvt3px48NkjBO3/W38OrKoGgJgRBkME+sORYFQAmBTfM6J2qVpCADS1APG1xAqgAEx11g7Esu2sflavEatb1PPHJcrftXey1bWG2QUy3Z86kGt1rVIjKwCJNnvOWy04B8z5OwwKpMzIKAhAL42qHbqCeDTi7OgKMRS0MaMJUnYwcsA6t8gc0FCWlkZUkDmggPBgWOEqt7gcW/QlYiwBTczomhE43aDfNhibBN5EMALSmhBG1ERf0Gt69x8FqTPmOJnSsWdWLblE82PnoufLTI4AUC/19bYvJJaHQ5hfN7usdJ1Pb8AETKy7yffNZb32Y9bHgdWaa7sg5+GG0jBCew48c472QcDyHuP4/YzQF4TNCFpvwScr/PV/tcQrn3sT9y9X18/1IQ5xiEMc4hCH+IHEjQCqDanjFQU8Gy/xTHeJ7R1Gc0FIG8Lm+SXaBz3iZkR4fAVeNCirFqWLCixk9fLEvo4l1R6ldd0TCGELgMPEGIQwLXyDMh2BkUMUQ6PACGlKz0d1EqXAtbbNeq8OeWJicg4O4E4RY0FGQArzbFN19dXFN2dCGcNUh2mLamVOKUvtWdyqJDZPdZUcILWvUevkViMWqx5Hix6dLoQB4DJ3KEwYSkQgxir0KCBkDgJQOaAvUZnkEWMOaNoRI2l3nMuISLLf0AOxCHiWuZrGMS7sd5tzO2hMANvYL63tm4GVqACEMPVdNUADwEyz6jYBhAET+DRZdAX/ZLuqYImKHINv9WOEfjFmGPKZ0Mu1VFrJBuQFoSRCf0QYV4TxiHHaSgLDQIacHKBjmeuBI87HBYZygxnVRpJGVk9JzMIgN0FBDKM0QVoqecDhLnmTAk81qoTCLDXiQcAkAereI98JlVrTTSo4KtaLV/88EXcqp0lFWTmaM3CRQa4OVXq2Ur1WTT5s9yCztGAyF2Aeg1w7Whct9xtdH4cyqTQKcAq+JRXkffWQE2dZGPjj2dgCMRJJS5qBIzqo8x4IRWXjBeRq6Mk5kgfpA6119HAgk1jv1QGg7eQKbABVzrdc90GPrbQ7CR9/Uqqcmx1bbSceVQlh1wVlTUownIuwSzTBfVfPxbX2Nvr36lBMmKkgZg7emK4/Y/KrOkD9ArxzOUcSBcHxEtxEnH0r4vtvvYzmHMB/sWcO/g7Er/zyr+K3fuc3PuxhHOIQh3hCfPnLX8Yv/uIvAphLL70M1vdU9T06U0rXjIEA6elp4f/unXiNld01OzK2zNhPC9/H1TNqno3zLrG7LrU557rP7XY76xfr5cZehuqlt95F1zvdejMlMz/yTG/f9zNXYTsWG9c4jnu33XUdbt++Xb9nY3n06FFlVL302feubdt2Zpzkx2v790z4vp6zKaWZo7LNXSll5iLsj23ftbDrsAzgGvNqf/dGUZ4V7/t+xlDbXNg8/CDiRgBVH3dCxscXH8hCiYCrZwLiP38fbz06QvjOCT7y+0ss3tsIE9lF0Mggs1t+Ql9HcRDR13ZOFNDU7DobQERdONfPOzOXMlBdxBbrrwgBo0OfJpMQKOuiCzhbSBqLAwhQTWkCqSYPNuMXIkYpPLnBMqYaLEyMAoCpblIXgaoSlEUnABDVebIYdX8pFAGoaNCFscqvRWLI6MKIwqQtMoT5C8FuvAJugLKMyKMwNbYQJQOaUDAXZQFcGhaQaYtK37sSAEZl24xuswWsD9/qwha5TLIAVemlSSxD7xhSx5hWQEVcJYIeTMgcYwKw1vYnyc+QgZBZQRuQ24DtqQDUzV1I79uWsd42uMxqlR62OC8LRDAWYUDkgsgFl+hwo8OIZ3L/4nyuAJ2TkcGJqneOXZu7dcMiOxX2jSNXkGGAqbKtO4RlPW95Oo8U9HMGjlkzKH6/JhuuQIrqdewl+fUertpXmvqsurpycylmS15VQAWp2VaQSuN0T2qOooJBqxvPSwa6jJSyJL90HAAwarLolt74kQoaynjtjVfxR3/6c7i4PMFqdYlP/+hXsXzxHtqYMRRRSwTiWhfvHW9nyYQ6dr3+VfngyzbrOfdMqt+G62XK8G1m9LMsrCysDZV/DkPbh3np/uyEu386mOn+5VoCYZ/1INV6WQOoyUo59+7z+vfQK4hl1HY0eRlAueD5PzoHbSdHykMc4hA/vPjfz+9+2EP4ocdms8HR0VH93bvqegDnpb8Ggph5LxDyIMje8xJjD3Z8jap3422aZiZr3R3T7vtEVEGWbWe9Xs9qYW2fbdvO6iINwK7X6wqENptNfT/GiJOTEwDSWsbApIF327+XEO+2gvFA1oPWrutmoG6fJNo73eacZ0DVPuNl0DHGa5Jfvw0Pkn2dqw8//+M4zuS5No+7cuB9tcO2L1/z7BMSPlHia6T9teCP7Z133rk21qcVNwqoZi54MR3jn518Ff/b7V9A7hqkK8b/8KnfxSfb9/AvPvv38Vv4T3Drm8c4+V6PcSkMaOilLc2d776Ne69+7Hpfx/g+gmbV2VbPQJWicpaaOKujpB4oC/0+kbSIMbmiq3tkmpg89jJVhrSgYYCCLoBdzaXVvRIVpFAQAyOGgkHNXKSdhtSojkBlKRgQMyAP0kziqgZGuwY2xuQUxqwTQyBG0kX6WAK2JWIZp5tyFbd49/WX8W++8g/x2LW/OHvuIS6ow1ACsFRL9RxxQcCwjMiLhOX3A85eF0Y6N4S8kHmOvRorJTkPoafaL3bmclwHubMYrgtivwrWcPJoM5gKg7DM8Yoqk+c7wFRZL2haxLqFqwepxk4bCCIIq5c7Qlo7wMYCQPrbGbySYtftpsW9q2M8WK7wkfYBFmFAQEEkxqY02Cg1fJPNlKqDdBG2qSQFNeqYDUCcgK8KSgwq7URlzSkARhhX8OqSRP78Ae73dP1vxAQuU22n3BuW9dgdN1ewZIoIux/J3ZOTqRIjhMkVuBSRpw+cwFYjr8kOMQAChGEmQMEpClWZaWXxXLJD2GcCd3KtjEsGn4xYHPdYdv0k+2fp0TyWgERFDc/E7Oz111/F//3//KPqyr1eH+NrX/5P8bmf+mOcfuT7CJBez30sWHQDcpPRx4gxJmQCKEfEnpAuudaxGzYvoEn+G7Xm2FQZlgxwhkzXwSXpbWVAX+bEGHA2FtSeU6aC8Nuza8IxqtPF4q4jU0RkVGZ1VhO8E7Ue2I5P66l9P2p14EIYMmAmaWOR6351cP09xCEOcYhDHOKHFTcKqBYwIoCXE3D8zCU2z51hcY/wa7/9qyiLgngRcPcbwNG7A0KfwSHJYmNBGJcBq/ML3P3Om3jw0gvIbYNQRjR4H2jOZz4s7BdEu7iHMGMSahbfWBri2azVzLzJywigWLBY9hWUZjUQKUwgEkY1RgGpzIR+DAgUtM+jSBHtXx4jyjYCQ6hut7I4pkm6ZmZAyt6EQUChxXAEjCvGeMxYrHp0zSh9YEvAUCL6knBCW2lPk65wHDf4zhuv4F/9wX+OQZnAy/UJvvonP4uPf/HP0Tx3fwLUJaAwIaaMsonCXhZg7KgyjdfkhI79ooIZ8wxAXTx35t4WrLUOlSfJr7GybmEr7JUkIPKCJ0mfW+9ScUDCt9YxUGqv95hFgZUxGxghc13QI+jP0xHdqkfJASfHV/jE8X18YfUWfrz7HhoqWFDGhiM2HHHJLb5JH8FFXuCmxvaMqlRUJNl6vRcgDVzro2t7JGCqYwSkdhDu3jJgYJJ8Jz2d3ZOZZ/ejtbURVo1n55OtTtlCGTyKXOvNQyhT4ocJRa8/UnetXXl+VTcE2Y4UXk+qCgNtrMfNmWaXqCm94xaIW1YZOgAI68+J5dm2GNE2I1IUg7NIXBnRFCaQeideIlLBv/3KP5i1jgKAnBNe+9qP4Sc/8js6djkWq0NvW3k+DQSMDIQx4uhtGRdHSSqVpKA9kyQaAmrZgM2zZ09nc6VzOJ0s96vVsup1webQq9eCgcyJEZ/uz3m4mvNCRtbqAKakxy5I3X3216SUbb/oM8POTySUNspnGgGrnAK2d2+48uEQh/gPMP6nr/0TvIyvf9jD+KHEPpOhXXmuMVne5AbATELqGdNdps0zbjHGyrj5be3KhL0hkGdrn9Q71Meu4c5isais55OMerw50TiOe02OmqbBnTt3AAB3796tjOqu3NbGtVgsKkttMmFvIDWO42wOPetqr5umqfM/jiMePnwIAHj77bfrMS2Xyxlz6mXWuzJoP3+2L3vfmyZZeGbd92718lzPeu46PO/2tM0512vOz4Wff/+9UspsDBbf/va3r733tOJGAdUAQuaCs7DET7/4PXxp0+CKVvjIv2EsPhiQHm1BvTRe5xjRthHDaURJSmtHwsn9Rzi79wD9SYP+JKA/JWybqWepMGpU216QOVSqyUvNtBfLtjNoVCmELcR0ASZGPexAl5mNRKz7OIEr6OdjUZMWkQqPY6xMTikBORs9L66iZYiyqjQ2OHJlbqkQwlWoTGCVFipIbS64mv70J4RxxeBbA5ZdjyYW9GPCcbfF7W6N2+0VPr78AKvQo6GMwgH/6k/+UQWpFiUnvPmNz+OV534fizRi3TcCVnNAHuV4x7OMqxARtoTFA6BZmwMqI2dSSTehgFE61IWs1ZFx0AVsfY7ynL2pi1kHUD0jV6Y6SoYC4SSAowJRBZoVDCuwrY6ghKldB6ZtEwOIBrplMZ8CIQwFaV2QW63RDAAeNdgOAWExoh8T3lqf4evtS1iFLVpdHT/OC2y4xcARF3lRHV5vYgynjHhFSJqwketQDLxmjsjK3OcFYJfPrtNqJT4dqK0GVXBgVd/332dC7Xtcdvp51hp08h+e/sOsoBOA+gErSEX9N3W7ovqduVb2+rHAHH7VORqW+LD7cQukDSNdsbTtTMDVcwHb24zxVkY4HtA0WTBvITBHxDRimQbc6S5xq7nCaRIzrg03iFzw6PJs73A26xVGrSePQXqxboYkEmBjjbW2NoyEkhS9WZIgTEmDaWL1V99HNWAytbJ5MHTuvnftdc0Ywj0f9Xry9eWlDqsyqhVcGpDl6eekjkA1rLJx1WvIEmN+zFZzne3ZKUmXEgMokNYPA8NxxNWdiM0zT7gODnGIQxziKYQBUi/J3AUG3gHWv+cBiX3XS1L9T++Q66Wv++olSykzqe4+p1cv4fXOtDYGALO6VQ9IvazXg1YDUBcXFxUQXl5eVtfdl19+GZ/+9KcBAM8++2wdb9/3M3B4enoKQFrOeAC/Oz4/Rl8vG0KYnRcPoH0dq6979XPkEwP2XQ98fYufXSBp4QGpP49+n/7YvNzZj31fexq/r33tdrwMmJnrtZBSeiLgfppxo4BqpIDMBQNnabGwSVhsCcOSwM+2aBYR3XtXskiKAaUNKIlQoi60krRe4EKVuSuR5rVVlnFXR8rqPDqThHGVg1mfzZnS1qSqAAiOybOfBHGkNZlclJUUBa4LYqlT5QpUhWWdHgo5B4wEMfWobWuoGg6JqyZXRtHAloHUZs3IrbT42byYQWc9lqseY44Yc6zywr4kBDVraSgjaP3b+eXp3nM0XAmgitozdsyhmkWVIMfJDQNhAv0lyT9hwEjr+mT8bAYytuiEnhMLK7xlBQPK2JaGK2CxWkUv24UyodxIDZv/u7EtVZJpgGmeBJyI9lF+8dJVYiD+f+y9S49+MK3UAAAgAElEQVRtyXUm9q2I2Ps88n3fVfdWkawqUiT1ahKi4H4ABgwIRtuw0OieWDBgz3reMPwvPPLAAw8Mjy20ZVjQRBMbaKstQ23BopqiHhRJkayqW/eR92aezPPYOyKWBytW7LVPnqs20CxWqngWkMiT5+yzHxE7dsYX37e+VSa2vhMzIdczXF+uu8lAkJM5nq1xZ7KEI8b31o/gy0kmlpI0mxywyaFKsW9jpIlM5nMvnmMWTFaAwAzKXJnXkXssj7etuahkmC7LcCkDVo21ynf0fhmBWq7sLVs6E5AxzrKgRM4wg+ba1PnbLgIPOYzl+wXocHIVnKqpkr/2IzCtrJ6LA/jR3MccgDgl9MeMeJLgDnq0kyi5qZBFKudzLVmUiwHX1PXw4Fo79fjgEpc7wOpktkKXTBkDJsTk5ZQzIRd1BxGQg8jXZZFG8pGYzTgdmuBGjjHbvHGzWHfDDEnH1bZkn7YGW3mbwRWsUgaop9G9c+M+0gVIXTx8E0Dl4WtWMaGnT+W6ASAHqukj7Io5Wln07A9vnvY+9rGPfexjH/v4dOJWAVWNhjzenl/gz2YPkaYt4pRqmZp4cCigrDA5lAGfZNLkV0lKZ8SMsMpIEweXuDAHsu/KthVwykGAhYMBp1rCQMGnJbp0gsYwLCBQ63/W7VBlqq5Jg+wQMmEEXJUbAmMGp5qflP2oYRObSR/1A4PjesBtCGFVJsVZZHxxBvSHAM8SQsgCkAswVtnuoptgHmZ45o9wlSbCvDBhNr/GanlzVuYmG5wvZ3AEXK9bxOgQNwG88cPknYHNqUz42kugXQiAizNhlwCAqeSxNQUkKOAg1DIYtSmjq9JenWRSLNvwzcmo7SutZYmhqSWU9TIsCxlm0IIw/dxxMcApUki3AcKS4dcZbpPQXBNyI2ZKm7sO2UlfdrEkqueAK0wwcbE4KQugyEzY5AY9316gOv3KBa5ezeEuQ5Wa+w0Qrj0mrxxm5xnNlbDKOi5Hub7AGDD4sgAAyHg0dTqHGqNlQYPGtUblhwfQWv/m0bgTuW6ucmEiIDTRSH1RTX+IGF0XqrtvzYuslG/55diMQwe3cZicU2VK1WhLr7+6YPeycLQ5I6zvM+LbG0znPUKQ8jMMVMfeLnpsosfVpsWim+DjcIxAGU0pkxWzw/z9H2Hxna+Bk008Twjv/gQ/vjyr1xSTQx89+i6Iu7E65LYZ/TGwvusxfclor8SpWw2NXF/6qIwTtosTjDoeRyZIZsFJOovMc5HHixQ1t54GNUT5u6YyMIoR1QBWt6W7FmzWxS4rPzfPh9rfJPeD4nm9l/2mANVGjpcaQmoFqPZHAlL7o9s7Rv9dkb7zF/hfr+WZ/k8Orj7js9nHPvaxHZvNZsSoKXO1zWBaSag1+dGwkk3n3Eiqq+9ZxtG6+Oq22xJTyy7qZ5bRs6yjlfPuYu4sg9f3PT755BMAwPn5eXXrtbJWy2I2TYMvfvGLAIAvf/nLePToEQBh9ywbaI2BlPVcLBYjwym9fr3m5XJZXZJjjCO5q57LarWqr09OTvD2228DENb3/Py8Hs8yrXru0+n0Rl9aEyRrYLXdbrZ/7Xff5K5sJeS2Nu+b9qNhr9myqPa1vQZ1Hd5VW/enFbcKqCbO9fdRWGM27XE1YyzeI6SJAM7pcwe/ltxAzSt0qTBbEwcOAGUnE2YaJJ2SW2cMhXT1XaVffZEDb8+IUNg7nSDl4lJKAxurUlJxuxzqfJKWwtBJN8sMibNDTuIAPHYJHo6bYjFWSiROoxmg3mH6sUcobuP9UQFtaZjAC5PDuH7ksH7AiCc95qcrKaUD1DzYlBwWVzM4n/Dxq2MAjxFCrnlx/aNnwA9nA40IgCkjnT7H+ccnYk6z8UAC/MpJmRaVvRIQDzJyK8DNr4c+qEY6Xlhp1nIm2u4JwlYrAcMYgAijMFsFoK9cZWWtbNeyLSofrJPVIltlj2LKI5NXV45d92PlvuU3E6pc2a8JYVUWBWYOuWlBzGiuE06/n3D/2xFxFvD6/RbtfxZx2q4wcRE/Wt1B48SVtXEJydxnfhfLdEvi6tkBmlcBYUHggCoZzQGIM0J34ITpDqjsqGVVx2wcBtmvLjy40ZAbxkwBndUF2PzcCM1LZMh9AQKcGF9RqZXqFGjquehwL5Jg57PUVy55p5y3TpyHY+kiSJ4MQJtJnkeUi+R3yWivucqhuxMZG6Ahfz3rwlFhO1NhbckzrpzkvDjHmE+7IU3gcIn2vR+i+9E74E0LtB384w+xmV9jdTmvILuW1enc2LG41B6Oc8aGBYw11yXXmAluAuRiSmSDZY2ttAFQHXttp+3qkxvvy/gbubGXv9WEykXzrNhaiJJ6u2ZBRFlRfabb0+Fh/I6uA+ZxX+4/yqIKyEF8D7ojQjwANmcsbuXt7R2j+9jH5zWe/LOfj/xUADWHsmmaOvlfr9c78wItgNqWkO4ClrY0im5rAY6Ve+p2um/7Wr9rJb4WBFkgY0u+6LlaIJ1SwuHhYd2fbrPZbCpQf/XqFS4vLwEA7733Hj744IPaVrqvbQdkfd85V4FwCKECYet+q8eJMY5yN63cVre/vr4eva9t+/jx4/r+9fX1qCSOleFuS2S329s6NO8Cynod+t1dEmbb5vYcQwijc9nedldf6Xnp3zYv2Xtft/+d3/kdfFpxq4CqSn89ObzVvsbZfIXLyRHo0tf6oBpWtqmT3dwQXKHDXGQ0S9H4xrmURrHytDp5LpK8IfdJkI3mpwID8waU72mO1pZMX4Eryn44AZy9gFUncjpPgwuwc5K3qZPKnMezdSqSOg65GLYwcgvkOEzQam4lA+Ga0V4JcIuHQJplIDBi9LX0TbcJyL2rRkSJPCjIRLArzqggIE+ugQcfAS8egmIDuAg6eA6ia+DKAw4IV1QAmzAfuZW8xDxhpInIr+MBozsWUGdloK4r8uwk7ZYbaQPKJH2yPb817MtI5stUy8aMpLvK/GDo8yGvTRgTLeFTy/nw1r7NdysA746QVvcADuiPIg77ZwjrS8QDAhVGykVG+1onu0DjMp6tD/HazXC+mWPqIzIIbSn7A0iJoNZ9eitS/77hVh7NJaF9LXnH2ZdJPet9KNerC0c581B3lTEae7VPFEAUxlMXLdhsC2AYU/rdAnKydYpmc5zyHVUi5ETiOuwkNxwYLwrJ32bcAQNbq8ZJWj9VwWq513LDiFOVO5vPGPBrRliLLDweOqzvEjZv9ZjfXaLvvYDScsKcCbH3AijVJMwxUpDFLs6EGEWyr0ZmPL0Gf/AX4N4BiRAJwGU7TjlIJG7EnSvy48ISl/HAoagEJgCvURdrXM9wXnLK63NWQWocL+pRWaTbFZQG8CnlaSAy7FGO+CDNF3a9LIKYZwDlskgFBdkYjNC2fmqfuuFy2dxDI5C6VWNVXdL1u+yl9nN/Jw7tuo997GMf+9jHPn4mcauAKoDq/Put2ffx3dO38OHJKZrvz9GUCawCigp6yuSBE8F3xfU2yoSfnBsmHVqGwIYCGQNEa24jgFoTkcbfsWYgWlal5lVqvpZX0FdyUx1GAFVLYgAi9+PkpFaj7sYalei5RJKaiwWcVbMRyEQrrBm+Z3SHDuu3eszvLQEAfReQdGLdO2AjwL+aNDVZJpQEoDgHNz2B0hKu+aGcawboGuClq5PBZlHMRwpTmiaSfxfnAiJyI4673YlIt7WGJKWSdupJ2GommYATVSA5mhAaBqc0RTE14iHnVNtNm0ubbyTxJVA/gFHXDV12Q55qQJLea+vmCCk+rCeUfYPF3bcQ1hmTeFWBGTtgfb/F5bsBV+9F/IdnH+M6tbiOLQ6bDTITpj5hGUV6I2B1WGG8jeHW0sa5AcBAs5Kc3Oo+nQW4Mg3gVNm3sWOsec3DAsCIEcfwWvqWh/tBAYey6LnkVVbGlSvI41g2LtJ8LgwjgJuAgwQsDo62usKM4QKU8asGXmX8hMJcOozv8bIQEmeE9T3JFZ+erdGGhG7T1FJXnFHGPwGdyIlV/pxbBpzkwObrgLrIqaqC0ga6xmFderXObbgm+M2w0JcbeY4ISGXEuQBJv0ZliW1/1DI1jRopmQU5oOT805BfqqAzD/dCHdcZ8l+HUVMnrKmW9o1eR5Xua99vLxjqR+b5PahfUMGlrkHW/wGlfey94HuG73LZh5PnVwukOaM57gBi5LS1OrmPfexjHz/FUBbtTfUqtw1xLAO4SwYMjBlMAKPaotbRdrPZjNxqdT/r9bq+3/f9iFHdVevTMpP2mqyBkjXq0X0fHBzg+vq6fseaLN27dw8A8M1vfhNPnjwBIHJblbj2fV8Z1cvLy1F9UZWnbrPHenzLqGq0bTu65sViAUDYUr3+4+Pj6vR7cnJSWd/1ej1iKS3TbN2GgbGBkj0/y6JuO/fqPvT87W8NPfe2bev1WYMoDcvivuneepMzsb2OTzNuHVBtyNgwU8Zk2ou8spUSK8t3MpBQc8P8ZlgFBxxaZLie4DcZxJKnWsNMVCqxUCYzlVDRiU1v5mEtACqTv1IbMqs8VWuaMjCqSwH523mGc1kMUhzX/LhcJX5Gcqhz8kTCkpSJcy1Jk0UCnRvJ+QxLeV+dRXNDWB4Srt4Fjh5eoe9DZW5y54HOIVx4hBXBdaj1P4ndACDyMGOUdtWZYfkVhrbza5ncqeQzB5NL5nSSzehOM3LjEJZi9uQ71HI1rkwYM6jKP9XUpAICMw5qP2WuJ8KOQTXXVzcczoOy2Y3eA1mOX6WChQmU3zxyBxVJMyE29zAksur+HV49foTD9AO4jeTjhg2weOKx+FLG8dsLfLQ6xjo16IuMOmYHR1ykvw6bGDAJsagBbmeEJSEeMvojYQ79a2FM+5kscFAScykxMEM1qGGg9l81VVIQq31UVxdkWwW0CvzYG3dtG0ygyMUYiICw1X5mvxxJQHU2ByX5LlwxNAvDSojmoZJT+awrY5tGgIkUcBUmMIMEPJb7rD8ohmZ3Ge60QwgJqwJSmcvCUe8q6+k6qfvrOozy6auCQ8epSXuowJA0tYEqi+iSjHPXDy7gcUpI01LfeI6qfKAsTGlYi1RZgRwlKtJpEply7STURQM1V5JPqT4HuSw2jNKv7evafuN+UXVFZVq1S3m4h0ZmaFv1o+v2ebjXFIDXdAOUtI6MqtiR/TDAohDIjTzrHQDvGU3T4e9y/A//6X8MAPgn/8e//IzPZB/72Meu+MM//EMAwG/91m9VEGRBowUN27LRN7n06mvdX9u2o1xYBVVvcpoFUHM3t8vjWMdgBXA2d9a61NqSMbb0jn1fpbkpJVxdSS79nTt38O677wIQ5149FwtmX758WZ2BF4tFfd/mqtpSPNqeXdeN5K67ytOs1+t6zL7vq+vwer2uJXGOjo7w+PHj2kYKuJumqQDa5rdqX1g5rpV32z5vmmYErHV/VpJrFwdyzvW1LXNk816tfNk6Hdvjb5cZ0m30fQvmP824FUA1bZnIeHJ45Jf42sFH+OGdO/hBeyKy0imqfCxTRm792PSj7CY3ZXWglFkQkwxCVpbNTmBDmZwAQz4dMM5pokG2eiM/rgClumSvcjgjOwRKfdRiVMRp/DAQZmVgcljLs+hMnwxjmAcmIrUyeVQZq5gnCUu5XrUgxwghoVs1QOfgFx6TV1QnriobpixyznIy1WlVQSoxikmVtJ1M5FAmf+U6WwdXcuDYCasKQq2dmqbSBzpRzMrQNGZuWdlrGtfOrBJBi1nLK0c74R2V/qWhWYd9lc/0dzVfyeba8nAskacy+A3DJbuAxbsJriM0lw6T14Srdxi4v8HJbI3rvuQZYnB47rLHsm+xjgHMhFnoMQm3l1X1HbB+HNGebnBxMMfqgoRtetShnXfoNwF4OcHx9+Qe0H4HhvEyAhhWosljdovz0G+IZXx6yYeVRQnUe2XIizYLKrqApH/bAesVQdOwaFEWgdScC2wNlcz+thNjFcR6udHEkKsAvoiiKCB0x0CaZxADm02o18ZR1A1u6eDXIqMXUx8DvOw16Sko8EqyqKJtqux0DsP4cZHRXAOUeDAiK9JpkKggcgOkSVllJlE/SIehLoQBUlLKZUKelGdEMSvT3Hz7XK1RADwcau6plPUy18EQeFtBadlXAaB2rOr3bNrHCONaee7WfafP+xplO1dYW1l0YyAzXBoWQF1H6Bct4jQhtLd3jO5jH/vYxz728XmLWwFUvWGpNtxjkyPW7HHql/jiwTn+/N4XhE08Srjz+DUO2h6rvsGL5hTNKw+/lslid0QIK4/2knH4Ya6TttTKpNrmlI7Aj0oV3TZAxTCZ1QkSUHPkRGJnpI6eBzlgLDtwkq9n88IqxiqTZlcyvFSWSJ6FAS3bMhWWwhfjpQJmHYlU2hUjqP6QpDbjvR5nB2ts+oC+C+DOw60cwpIQrlHy5lDNgIiB5irBdQY9aFkQ/bPPoFhYrQxBF55kYutkku+7jIbE9dUdF0koC5AUdoiRpma/yl4bTDFiqrSPyPyMm3CYE1tSxp54zV0zuaxmWzshpjy0h2XvtMwRIYJx09DA5Yij73n4wkTFQyCdRsxnHRwxNsaZNTOJdLucSuMTGiemWnkbCN2i8Bvg4AcN0rQBvb/Cg6++xpdPnuPJ7BUA4CerM/yr629iMX0HmQJcjpj0LxD8Ypz3u8Wkaj+PykeZ/q5rNRHwURZBqpmTHZtMQOIqQbVLGjWIRZJfDM5Ix6QJGYNihFb/NtLyYV/mOjzkOzxWFHQnhP6Q0d/JcKcdmjYOaoqVB608miuHZiGLR2Epi0dhzYUp5bIIxXAd12eTBZJ6/a7nukhkz1HN1vRZmBsB/NQCmuagygcuZaQ4yHMCPKgfdAxJigOJ3NnRkLdp2c+dAxQVaCsLbbcfdYOOSb1HAJObTrV99bPsBaBSwpDGofs1v5nKogiVfPopFyAKtAsgrOQZR5kRrhOmBOQgJdD6M1G55LBN6//divSXn15R9n3s46cdv/Cv/ksAwBfx7c/4TH52oSyi977KTY+Pj3dKPL33I1MgK9u1odsou5hSqqygde4FxkzbrpqeRFSZxul0euMzYMy6bbsBb+/bmhZZcx4iqgzjyclJlfseHx9X5u/6+hqvXskc5OnTp3jx4kV9316rdcDVc7Ty2V31X7eZQstiWubTtoXGgwcP8OzZs/q3ZaO3Wcqcc91H3/cjFtvKum1YebiVMu9iQC3raqXF1v1Yr386ndbrtHLj7X1b1vmP//iPbxzzpx23Aqg+S9dYM2PNhL5QAS/zDB4Z99sFjr/8CuuuwbSVm/P8eo71usHkmcfkJdUcSbCYmoCB7iQALNIz3w2Mx8ixUkGRTpRhJjTGwZZLTdBaaqHuR2R+xMJi8tSAUc3VikVGSGXnenzPSKlID4mlPqMlltVkiWWCqOcMlIkxMZBISul4IM6BNGPEA5mVXVyIfCJvPPyFR1gSmmtg/jyjuc5gJxMz14su1m2SSG6LQQ5yoawSg1IyksMEOAcO5cc7cONLOxJcxwhrAuCRZmImlIpTbg5yDbmFMGORCsNV2noEDsuEuDj0DgsKRdZoJ8Paf5aBKuDTVTMXw5Aok1ykzSP5pIYBItrnDb9AR0OOKgBQTHj0r/8tTl4ukO4e4vnfO8D1FzLuv/0affR4cXVQS6EAYprkXK7mPUQMNBGUAvp88yFzW6K5YoRraUP311Ns6BG+7R/h25B81Y4OkN5+XOtPZt9g5R5ikoE2yT9by6JS5gHLlMUey4hVEs3+vy3jzroIV3mxOs/qIhIYu6TCyAyGG8biFmAlNxycmUo5mnKfKitXj6WLH1SBteZW5lZ2mBtZaEqdQ07N8L21h1+5yqKGJaO55lKbN1fgWVnHbPInAdhap+wILuXh/rdjwQHZO3AQl2IXCVwWk9gT+g4AlfJdhf1MU8BvZNxoLieb6yOg1nNG5tGi1sACm9UgGt6q46qw0WSvEcNiVQWnFXhu5c5yGc861vUzA07rOW29rnnRSdhS1wGuE6kvZq7m//uOMTtnhDXgUsD6LgNv317Ds33s4/MW0z/8+S1c/OGHH9YyLMAATmzuonXJtSDPAikLRDSsTHf7/V0AMoQwAqS7nIEtsLOvbQ7q9nf0cwWSXdfV4zRNg9PTUwACoPRcnj17VoHqarWqQPX8/BxPnz4FIJJcC7g0NpvNDdfbN52XBXj2mmy5mRBCBaht29bXk8kEx8fH9RytG7N1WwbG+bq2/S2otIsD+rdub4G97tO+tqWCbD6u7ttKny043eVQrNdgS/v81V/91Y1tftpxK4BqYkbPwLpQnj07eGQc+RWetOcgYqyvJli7FmdnVzWP03Vi0DO5yNXEBITqSApAgFceQGouMmEEAIVpsAxqzZ0zbI6a7nCQHFHK5bsNwMU0iB0PuWo6UdwmdTzDTVI9FoDKJmabSMkA0wBcq8MmE9BDJro6T2wY8AISa+mdjUfe+GpEEpaSz9osGH7DoMjwfa41Z4kBt44ge1MW9yXaXqGhQkskBhqSSWpm+FWEX5fzLdLrfu6quRJI3DPTVCefBYQ6M/k1wFDelxlrzSuD9KuUHeFRDuuIfa3nKvtwpd6sMDkwOW08NnHBMKmtctUMFMNkNG6B7k4GXj8AckDY9Hjwx3+F4z//Ifjdt3D1zgzrewSeR8ybHotMaFUKbg7ETIjZIbgM7xgpO/S43RGWXGoZi5w0bBh+ldEsI9wm4Qff+lIFqTXIoXP30LCwqrrgIJ8ZltL0cY3SX1aqqQtIWi7qBog1Y1f3caMGMvQcTN4kKc1nzq8csNZMtcfRKKVuXKIhx7Espui9B4LU/F15kytJ8NeDwqG5EpDaLAWMUuSSU8oglvGK8hpvWMxg70QG78iMXQBJ8iu5PAAzBIBpOSvXl2vPNLr+VPK3dQHJmilVMJmlQWQ7rmDyRmOR4tYdg21kuIHh+QezaFHGbV2AKsfQRckKVhUX23OwIBUylmM6Ql+cu4EI5BeYxkuwI6RJWRwsBl7NdcL0ZcbspcerrwQsTm7Fv8x97GMf+9jHPn4u4lb8132eAzITLlly+TI7JBB6DmgoYt014LUHTRNmTUSfPHIU99k4B9g5uMiYP8uSa6RglSFlT8rqe27HkxlbdgYouFAntuqqa0An9ZDJa8mVq18tK/5iHjKwMzYXTo2WOFNlbcihmv84z3XiXLmmaspU9ucY6IvbZy8g3bpiSu1Gkty34gTqOmD2CaG9ZEwWCWGZ4ZdxyD+NeTgGExCzAFZmICaZSFoASwQ4Jz+FbSVgYF0dwI3HJANh5ZFah82JE0fcKDl71cDIU3U3pgxx8i0d4XoamhBmoloZJTPBHebDdZuhn43bqRf56BvDYiddT6gsmpxX4Cv46TXaC+DBH6/QPFuA7pzh+gvHuHjPY/UkYnrY4Xw5Q0quODzziEElCLOq72cAqz5sq61vVRADFBmpIXRHhO5YmDkqSDJO253fq3m9ZiiUP28s5FSmnIe+HBkKlfdcLOy8BZ4KcnQ7m6tYT0Y72CJkNvLemyzgSB2hQM6+B1STo8ruFpCjqQR+7eq+pB2B9jUVgAo0qwy/YbjCpFIeFpCQGa5PwzjV/W+/1mcASyOK2sEDXu4veAeHDCYH1zN8WQwKS0JKBNcAWctrMSR3vLQ/F9BdgTbdPI1RiRmMx2L9m4aBulPlTlvbm31YqX41SKuy4/IsNazqrsUFJmATjtDzQwxJ8A02/iEmlDHLF8hNAfsoC3IE+FVZdJsD/mCfo7qPfezj04979+6NTIbsa2XUmPkGQ6fvWxZNZa6WMbTSXPueZe623YYBjNg6y67ZuqfbbO0uZs4yd7vYXSuxdc7h5cuX9XrUKOn8/BzPnz8HIGZKy+WynouVGStj+yYjqm1XYn3P1h9V8yO7zevXr0cSYjWCskZMh4eH9ViTyeQGu22Z0zed17b0d1e9WgCj+2KXDNieu2Xl7fd3Mbp230RUXZT196cdtwKoPo1HyHBYc4NUQKqGJ8Z/8qU/w78++BI++sE98P/4AG/9aIlHFPG9/7zB3ffPcdB2WPYNksv4Rw+/j392+m/wLB3hf37+6/iDP/sAd/6oqS6zyCglHVDzt3TCo6RmneQqA1sm2ZX5YTPR0sSnMkvV8gysmjZ7TzKkDEXCwGIoK+jMDI0xfOZ0O/mMG5bc2EAiVYNKdQWQ+ZWUomgvAb8SKeHkMsKvMtpXG/i//hD54hJs5BAUAvz9e8BsKswMM6iPhWkyM8pSigQpwfURfP4KebUGd91Yvz6fo/nSO/DzFrn1aBeE9Z0WcerQH0k7hbWUw3A9SW1YX/JDSYgO3d3g8msmv6WdKuuqzctbzGmioVZqkfy6vhhDmRqM23U7bZ4hA8itOKSmFrVurOuBV1+dIv3qDP0BcP1Bj+boCoeTiOAyYna1BFGMvgJWQPJUHVMFqQAQfEbwt1dW2B0S2isujrBUzJIIuYAx4gimm/m7pGV3aGhvAEM/FvaKiTBy39bv8/i9yuIRDzmT20woMEiAq8S3/DbO3ENutKIvu2pFdT9CxdFwMlvAmIvbcK7PETLAUe87gitGSWHJmJ0LKPWbDL/O8OsIt4mgPgnABMp5l388RHBdaUtmYPuf0FZOEiV5oLGTm5hirgoEFxkuOrhI6OeieEhTgDyV8jPDdVc8xyT9ZPqO9PpHB9Y23XlaQ9z8Hzrehb0/srKcW9+jre30J42VElVyDELke7ihCSeHq+P7OHp1OapE5LK0e5x7XLznsH5/g6+89Qyfh/iH3/6n+INf+V8+69PYxz7+1nj8P30XgAjYft7iRz/6Eb7+9a8DwMiN1ko5gd3AxjrG2rDAT0Fl27YV8Nh8VSsrtkDZe7/TGdeWYQEwykvVc7QyVZtba113FRAeHBzUY67X6wpILy8va+7u5eUlLi4uAIgkWHNUN5tNvVbvPQ4ODup5bUtf9Xy2wzk3Aur6vc1mU3NOr6+vq0H0h8oAACAASURBVLvv1dUV7ty5U9tUQWvTNCOXZCvz1eNsOxHr57aN3gT2bX6thgWq2+27K9fZglYrA94l8W6aZlQ26Dvf+c6N8/ppx60AqossqHzNDfqi/+s4oKWIdW7woL3Ew/kCH03PADjEeYPuJKC9ILx4eoz13SV+8cFT/Lfv/G84dQGLHPEvX/8a/uC7H2D2b+/i4uAesg+gHDHtXiDkxcCSZq5sHbsh/5FLrT+XzGQN8joHcavNWlMQgGVj6uTYTqqsi2jJv7whDbbb2b9LUC9yZyr5YbllcMPIoZRy6AuLekWYvMpoViLPbF93CC8W4KfPka6XQC5MqSZhx4h8uYBjBk1a+UzZVGCYFFMpAsMM7nrkq2twSgWom/2lBOp6mWevCPmwBZVyD/FeyRvoHaiXcx6Z6QCSu6rXbCaiDAysmTIpPJ7EWukuF6mi6wnUGQBrAGp1jC79XPNVCSYvd5B/x3n5mRU2P2TkljE5WaNpZFBnlrqwiQk5O3if4YjhC4sKDGl9RAyn980tNlNa3xMGf3aewM4htVIrV3O5Z+vnWM4eYVS+hzPa/KKCmRtXV0AqUMCqYeW2yLohZ7zs3iVCIpWwDuOuMu1kFjH0xilMJwgDk29kr/U5b+p76nikuLVok4ecSYpDDntuUBBOAadrgl8SwlpAql9LHr2LAlKb64hwsYG7XIKvl8BmAwoB8B7kHDCdgNtSx6kv/+RL+ZSRbNaRyOIdidoh+HoNrk/14txGriMHBz/xYhS0ErYwNyRu3C2q+dwNObbJER6bzhVJfqnhqotn0LzRra6vGHNrfcCC1GqCpgscKu/lYcHDmq7JOObxggjKo6nsmDnsfO7m0GB1R3IQKJX60OV/dJoS1g8zTs6ucdhsbn55H/vYxz72sY99fCpxK4DqdW6R4dBxQM8eHllAK8nrqzTFPPQ4PF1heW8CSgHsCZOXhNmzFsgt/oJO8Y/nX0UOQHMNnP1lj4ftAZ5/+UFlKJgarCYPkTPQxkUBK9a110x8MEyO4DHIUiGT5Ayu0l0lT5VtIEi9xsroBK5GTOTkNRXJIZdZFDmWWo8AtHYqFVBaFcRszokgDNQswc8KQHrVgqJDuAYOP+zEKCkzwosFaHGN3HUCUm0UgJlXskJCcQqaTgfgaVflynscI9B3AlLN+wBAIcjPaiNgtwnIkxlS65BbwM+iYMCWkHsP7hyoK22gp0Zcwbj2g4sDYKmT5MqUlNhmYXR3hYjKXi5Hy58MRi0CULN+17Q3m4k5sjC/eSKLBPlY3FxqKaJyzAyCM++JSpqQmarkl4qhEhcXYO8yvLu5YnZbYvlEDJ/CymFymYp7LFWwMnWXCHPG1dkDWRTiiDa/QEOLwYjH1K9U5ruCcx1DZF4XZq8SfHnYh45VyV/cpvHKGKzsqbmQcgDWPG+VvNvPHUouKJVzJZHv7mABLcuXPcCTDLRF0rT0NY++vZQ81LAuAPUywl918OeX4Ktr5PUGvNkMCz8A4DzcdAI6OgTNpuDgQSkPUnwdd0QguFIyZgDU1EVQlEUjpHLTFyDr2gZ5PsHEEcLKIa4c4kRcgeMUyHfK+Ct5/No3teTQdp8pWNWucABB5cJmka6289BXN97bYk+r8Zn5u0qCNYXDgtXtflKgnIE3OXfDRVx+AFBhv9sFoblk+E4WpfJxj/mkQ8w3JWp/F+P19c9GsrWPffz7RCpGOT+P8fLly531NQGM2FUNZh7JM627qzJjynIS0Uiyalk2KyfV15ZZ3JbPWtdZy8bqOa/X68rSqaOxlZVatrZpmspEnp2d1e9ZR9/vfe97lcVcLpfVXff8/HxnvVBgkOSenp6OHHb1+NYcyF6/lRirrNhe5+HhIe7fvw9ATJO0juvx8TG+8IUv1LbT704mk9ru1vjI1j+1DKlluncx5/Zctt/fxWiv1+sbjKqts7vtImzD9ruy3oeHh6Paq59W3AqgumbpuJ49Mjsszd8AcBau8c3jFd4/eI7f/o++gcUPD3H4I4eDT7KUnmkADsDkddkhA4t3Al4fPx5kdBrF4KWlxVhWSMJyABAX0jSAopHcVFV5icCJB3MXZVDttjpRNjJCZWrrZLJM8ACAAg9lbXjMFlQFHiBsbstw99c4nm/gi9T06nUroC4Je+k2DL/qBZ1NWrjTE8AUP+ZUBop3gPdyMt4DMQ5sjU58lanJGYQGUPeylOQ7mQsCdKBJC55Phwl3MXfJLeCIEZqErgvAWiewUkOyTjgLiKzmLDpBdTJ4ahkhlSlqwxigw87I/7StuYBVloe4mrAAg8S7TsgVxOgkvUjH04yRpwxuM/xEkC5BAFdKrh5OHjIZIQggdYU5dcVAyalOEQARw9+YXd+u+OAXPsaLxwf45OtzHP8/Uxx+lBCuszjUdhkUM477K6TZC/THAcv7AZszQpzAlDcpt5OV/xZWlYu5kkumL0ofD+7bGFx1y5OrSvcJg5mZdIgsVjgMeeNZGD8U+TATBvdaeWs4r0Sg6IC4o4yKYtjy/MgzRp4l0CxhNu/gHCMlh/VmBopAcwVMLhjTlz3cJsHFDP9qCVquwYuFyOf7OCgdgHITZeTlElhv4GZTuLPTAZxaRrWCVdS/OUZgswGvN0ibzTAW9VInE7jTEzTuPvw6oLkkcHDojwKW9z3iQSlhdS2uxIAwrmkCxHl5IJmUCX3GWYEJgCFvF8P40iaUnZpzKn8PTr5ybAtGrSJCSslgxJ7eoO7NmM6eENwLyVEdWYxn3PnxU9z5P1foDwNy69AdOqzPHK6fAJsHCfcfXqD1CRfdFPvYxz4+/fiH3/6nOMT3P+vT+MxivV5XoKQOssC4hEmMcWd+JTCAy5RSBY0WyGpYINM0zQhAbktRt79rger28S04/tvATM65nt/Z2Rnu3bsHQKS/KvHNOVfg1fd9zTldr9cjQL4N3PV8bXmYw8Oxk/R2qRy95r7vRxLXXTmdOeeap+mcq8dpmqY6AB8fH1fZ8mKxqN/Xz7edlrXdtuXe2u4xxp19sZ1farfXtrOuv9YV2UqDd8nH7blYB+Jvf/tnUzbqVgDVnn39AYBstLaJneSKskNDCV+8e47v9R7Lbo75J4DryyQ3Af0BjUoPZLf78qzBy428J6AYDdFg5ANZaa9sgjJDhc1R01DrakpUGJ2aR1luqATIJHn7oOW70Qmb2lNliir75A1udgJ6gheDqcSExTyiPyJ0K4d46OEi4+rkCC8+eII4myAsN7j/R9/Fyfd/IoDSG0bU3vjeA21xU4nqRFRmj84N4DUmIASQc+CYAEe4fP8Jnn3jy4jzKcJqg/t//iPM4lrqM7rx5epKgU42rTmUsqCjfFEvn1cH56IRZRomr7bmo056JS8VA+NS6qVawLEtHS5Yp7pEV6aGBCghmI1tN1acMZgocWHWaWv7QQbMaHyqEuDbGI1LeHi0wOl8hb/BXVx9oUX7qkF7KWxhWHNd6BFZMEp5oIENtUDwRvtnLm1LAygls61GYeh8BhJYnNMYFSHVxQWPQfp7g7WjIVcVW5+p9N5K8M15woxFVe+zZ6CRBZhp22PSRMTksXbTutCRA5ADwa8Ybl1ubkdA08KRA3cdoP8wq1JhK8coxjpOh/YwwNY7ICYBqV0/AODt0O+kBLfqQZskpkuzBv1hAHugP5Kk8DiXdAPfyXiSMSg/6gZs79r6vLTgXk8xY8j139X25nuUqY5ZlC7T7UYy4K191AUOC5Rp+L4PC8TA4PV9gANcijj9+BPc/7OP4D45RzObIh/M4J4cYXNKiAeAO+3Q+oSUHdItlufvYx/72Mc+9vF5i1sBVDM7AarZyAtASOyQQdgkeb/PHo/nF7g8m+LDZYPuuEG7YEwuM9KEJK/KQWoGZobjiPwGgxf2QgBWkMPCitncxLoab+aGyrTlwEPReTMxqoyBTo7MJAmeb5om1R3jBrvDpXYjZRqkdgBADA6M6bTH/YNrTH3EOgW8nPXojx1WACYvPa6PjvH6wVuVVY4HUzz9R78CagJOfvgxLt59gmff+AriwRRhucaDb38fJz/+BCACNwEXj+/h+de/hDifyOd/+n0cP3+Ni7fu4vnXv1jA7xr3v/MDnP7wKS6e3MfHv/51cMmPi/Mpnv7K+7j7k4/A06UwkskNM0zLWJbJvIPUV3Vb82suiw/qxMy1XWw9ztJGLGCWtC9NO6uRkr6noJe3Jsq1H1VqWvrddSKP5BZwRqrrfYYr5UrEGLlIWXwSRtVlND7X/FVAACqV3+EWy34BYJNCZYWfPHqF1d0G1+sWi1WDvArCPCZC89pVR+rR/a0MNTBeGCiLBtkbAMAFCBU3XZu/rPsa7dMYaimQ4UggC1Yr6KRh7G1jjjL+qNTetYx+vZ90iGp3OYAbhmsSJtMeZ/MVGpewjg1ezhLiocfmRMBeWHssD47x6vFDxGmLsNrgwZ98Dyff+0lNWiag5qLClZtdJb3AIPsFxqC1mKDBixMzdz3I+wGokuyLnCxEuclE/l5tgCaAZy1y4+U5OiHgOAKOkXqHlAl9JFDnqgQfQMn53mpEZVB5aK861kw91lF/6dizAJQk37ZWMSrP2YFt5dF36/1Q9kNm/1aezAHAySXc4QLtBWH2jHF0HkHrXp57wSOezbB4EnD5PiO8e43jgzUuVtMbC01/l2P5cv5Zn8I+9vG3xsl/3fxcmihpvP/++3j8+DGAMdNmpam2Rui2Y6+t9aksmpXmWgnoLkdbu4+maUbb6362WUwNW5vT1mO1DJ39np73fD7H2dkZAODo6Khuf3Z2hocPHwIAXrx4USW2wMBMAmOjJD1fywxbx2KNN5kZbcudLRut59u2bWVdAVQzpdlsViXBT548wdtvvw1A5MEqW95lPGXDMqTbUm7bz1aqa02rLAOsx3LO3TC22m6PXfeIlXJ772ub/+7v/u6N8/404lYA1UWaVmAKGJBaZkQJ8rpnj4mLeDBfYHF3guWjMyADB1ciQQT7MhmWjjvcPMPlnbfGeZac0dCLytABZRKjsrIk9SItA8SMkQwUGE+a6uQrY2BQdzE6CkT91oTHMKlIRmqYacz0pSI/nWf44x5vH1/idCJSg1VsJC+y1HXtDwlL9+CG9JmDx7Nf/QCcIp7+/V8aQOXBDB9/66vg4HHy4XNcPL6Pp9/48vjzX/sqrv/mKS6/8Gj0/tNv/gIoM5798nv1fXu88yePMHM/QH/AyBuP3PnKtsAzcptB0dWcXAUglk2t7aTyzyIB1c8oAa7k+FYGTmWBur9k9leAL2z76jG2ghJA5bLSlMHzBD9NNjUXKTnkzIWczqN1iINJBwbQJ2Wti3GQOUZmQqDbC1YzE1IpKOuIMWt6TEJEc5Iw8RGtTwiU8INXd3F5OQOfT9AsBkn3KEiYaq3/WyXYZmzdyGnUxYSt94fyKcO+WV1+M8RcaQfIZcvwAnVBqI67rQUO2n6t/d4A/rjDydESd+YrnLQyHhM7hCahnyd0pwSXCJ07wfLwkTjxQhZyPv7W1wAinPzVjwFmXHzxLTz75lcQD2YI1yvc/zd/gZO/+VgO5kuSdaldbE3ObsiApxPAO/i2EYl/GmTF1ARgMgEVoyaetUjzBhyo9o1rJJc6QdqDHRVCufzDT7rIw0M+uGmXUd6+sqh2EWjXQkEZh5SpmpdVua/5cWqYlIZtboRdPCznwB6gCISVeAD4DeA7SOkf78BHB4j3j3D5xSmunxDSWY/jqbCp0btbbXa2j33sYx/72MfnMW4FUH3ZG+vokqeaxR4EucxmNimgZ4fMDvPQ45cffIy//gcdPvnkFJcftzj6IXD3T5cy6XAESoyTuMD87Q2ef/kJUtOAOMI3L+CxACIqkKlGHCVXjiIDQRwwFczWSVEFq1IiA42ZjOlqP9OQQmZZBdINgZrDiq3PfWHlIJNRBg35rw6IpwnNyQanx0tMfcQytshMiOxwNBfd/iYS4twhxR2mIRBm9fmvfW0nqHz+K+/hYLPC81/60s7PL770NrYLfir4fVMtzeyDGJJMGYiEESWTB4kzOwGClCWftdaIvSH91D6hwqwUMKSsiebO2e3LDxepqPQPDwsBcWv/W6xqDvp9BrzIrm3an/fFJMnM2QEgZofFelIdfx1BytKoiZLmru6QBt+m0HPWyCzAhZnQZ4/EDg4BwWeQL/WEecg7Jh7Lr7cXB6T0ybDQUBd/rBu0VTqYnPBqvOW4AGAe+s46AZu/R2Wk9L5RBYPeQ2ahqBKx5ryYgDzJaEOSvOPS6zF7WXhoEmKbkScZce7Qx/sVpNbzCR7Pfvl9nHz/I1y88wAf//1fBJeV3Hg4FwXEpMHJj5/V7S+e3MfzX3xvUDoYJYT9keeZA00U2GZcfOltPP/W1wQIL9e4/2c/xMmHL+ABcOOQPSFPZGw4n5GTOFdLzm6p3Ry3wL8Fp6yAUpCpZVHfxKbahQwmgItaBUwIy3Lf1NQAHrHcdrxvy/j1mLKoVRQ3jRzPl1JBlIB46LF65xhp6rC667H4AmHzVo/2sAMz4XI9ga2D/HmIr/zzPwI++qzPYh/7uBm/v5R5S/6Lv/6Mz+Szjd/7vd/Db/zGbwAAPvnkk1Fd0DeVjbFh65RalgwQBs/WCLX1T9Xsx5otWUbPRtd1I6bRsoQ2f1Lftyynvg4h4PT0FIDUjj06OqrvK6t5fHxcWcmXL1/iJz/5CYCx+Y9lVnPOo9qxu9hQPae/jZW2JWas4ZHGdDodHVfDlqeZTCaVMbXGTdbYyh7f9rNlxS0rvJ0nu30ddp/e+8ridl03yk39d4XNV9a+ODg4qCWBXv2MzM5uBVDd5KZKfBWM2nCUZfJnZjkxO9ydLTF9HHF1b4LzJwdY3znA5DWjuQYmlwlgwLsN7j37PvoDkbR1DWrZgZpnphOsDKjkbJhwoU6AxDgJlf2hLO6+LhI4DaZKMtEaXH8tqzOaOFsWz8oiE4nLZZKJvuulXmSaMub3r/HoZIGTdlXbKVBG4xKCT2Lec7LB6rEDfhLLCY/D9z3ibLKzL2LbYPn29I2g8wYLot+btvCxR2pufo8oDtattSai5BNTpMFsquANbgDyZVKqk15tK8u6ZQBOcoHZ02CgxFI/VcFRNXGhHfswgEllwAMzjsq8cwDyBOCGQV6+xFkfHCYXtQAddQAmYgQ/OPxmCGbI2SE5QuNz3S6/sejkZx+9Xmv5W+XLMYvaITOhSx6vL+dIywCnJkTa7tsLDsDo/texJ8CDqmIhWzGE6QuV3AOoztuctUTLsG+iMajaHnsEkY+PLk7PyQAvZ9h3BUd5wuCDhLOjJY7bDSYhosuhtsmkiYgTj37ikFsHpt2P2zifADHi2Te+XEFqPY2yCHT8ySuAGRdPHtxUOnzrqwABx0/PcfHOAzz/2heqLP/Bn3wPJz95Lt99fB9P/4OvD0D4YIan3/gKEDyOzi+Qgxvyi51I2ckzEOWmZl/UJhHVhdf2g8p2ax1Z1e2q8qE6aBu6szxfhwVDM7nph36v8uCtPrALjVpeyqZjqM9A3W15vroo30sTYBU8+J7H6j6hO2XEex3aww5Nk+riDBEjZ3er88j3sY/PQyxZ5ib8/2Mi/XkPBRNt21ajHgswLGgiop11SonohpmSBT4WHNl9WOmrlY/q39uv7TFtHc9tV1m9BgV4jx49wvvvvw9AQJAFkHoO8/m8mhZZR92Li4vaLtugXbe3dUxtmylQtnJga1Q0nU7rNVjTqm1nXDV2so6+h4eHo5q1enwLmvX4ev56brsWBKzhlAXhuk9A+suCUN3Per3eKW22YWun6vVvuzjr667rdhpLfZpxK4AqIOU7NjkgFsmvI66ThMylWC4TupLHqp8ftRsctRvcnV/j2ckhrq6n6K9auCtxHqIEuM1gBkJq7lImO9QPMkQ4qrmQAIYVebNQNeSzCr6qNUAhgDI3PLA82JooF4BWJ+jeTJyT/Kj8UCdh7IrTbMvIU5k8bmLAgqY4atYIxLVkgidGGyKcy8h3HFL+CPzhO6BRIdiMafcCK38f2e/O31089nApIofdjOyucDliunqB63CzlmZwL2r7cDNMRKv4tQDNAXlAGrcADnalTXNhaUqfEOvEV0CtuLjqZNn04/ZYYoxz3My8ucqD9VScTNyzl7xkOIYPGW2bihMa3zBOyplq7VSNaGSzyK7msKbs4Eupml3mTLcldCzqNSmj2sWATfRYr1r0qwZ05eGSsORcanK6DjfkmSMzJRrGEIDRokRlxLR5MoBiSl0rEPkCViGfcybJW+XxMeq+yRyDx6uPlaW1dY91O5UZeyDNMnDc4+zsGg/nV0M7gWrOsWXfGLJgs6s0SliugaZBPNhdMiTOJsgncyDmNyodnv3ye2BHePqrH4xB7K9/Hdz8JU7/5pM3AuHnv/Aujv7v7yBNHeJMwBtnh0w6eSnnz8MzVI3PLEM+UobQVp8B1YSKtxdk6iIeQOBR21fAWdo9syht6kKiMTrL2k+jRh/OQ85ZFjriHIhTDADcAd2dCHfUYzqNCCEhOMkpZ6Y6xmPa/Y9+H/vYxz72sY99/PTjVgDVp2uh+nUyHNnDgStoBQZg2mf5rMuK+qmChHnbow0J4WyBWdPDl4nWj1+dYvn8AM25x+QVVYZHV+yr/IwBx1xZ1Mxi5pGBoUwGUM11KBfwlaVcBnv5G5GQW67M68jwxbhZqsOpvI/B8TYLY6F5VSkISKVZxL3Da8xCj7bQwjF7OMqY+oi+TFA3MaBvEujBS0THwEdvg2MDhB508hxXX7oAXTD49VtjEEsZfPYMV9MMvH4OrB5hVMYBGQgXQDq58b73L4CjKzT0CXrcAxAAiqCD50jzBZJKQfsBgG6zpBarVcwaSlto7i8P26tklxjCzOr3TF6bS4DbAKQSBjX52caEBrywF+fa2ufa7wFAI/datwkAcQGqA7Adqof4Cka9H1AaQxZlUvKYNhGNT8MtcItz4DZ9qPLfrg/IWcrx5M6DN0UaygSc9JJ3HB3ydUBYuJrzqQsI4xzT8YKBgBxBG6xmRrogpIClMHPkSqcxTLkUgtfSUiYqWw4M4ArDQgcAkwpAhh0sHwVRTOSWwZMMf9Tj7HiJu/NrOIvCTdrCpImgwxX6WYfuLCAdfgj+8bvjMZcz5utzvPoHT+Bij7xDkeBSxMUHB5hcpjcqHeJ8iue//P5uOf8vvYfjlxeI892lVeJsguXjGa4feKweEuJhRlo0o/YCINLoFuBIUokqDmBRVSrqDMzFHFyahIxrN+9clFAlxGCWNDwHK9jlMo55+Lw0eQHSGD1LqtwYwz3DHohTKTGV2ww0DIQsueVNhvNqNOGRSA0opNyQyPt3NuE+9rGPn1L8i//9twAAX8EffcZn8tmHGgillCpzB2DEaFnTIisP1bC1UZVxs+Y4Ntq2HbFklonT1977kazYnpMts7KrbI1lK1Xu++DBg5Hcdlu2Cog50TvvvANA2FUtYXN6eoqPPpIcBltCxtaJnUwmtY36vq+1XFUOa5lg731lP62k15oTOedqO1pmej6f46233gIgBkoaFxcXI9ZZ92/ruOo5bcu6tY+sDLht25Gx1q56rCGEkWzXHl/b1DLLtm93fW87vvvd7+58/9OKWwFUAQFckUVa1SVfgakCUcnpc5WZUiYqc8mhgoDZtkw0MhM2scViPcFqMa0mPbnkKLlsCCydJDuUXKSSq1omRa4nMTIKBYT4agpa2RcXGXWx3bKylYkhjJkDjCZS5ABwYQUhrrLboI2ctE1f2seGZaDbEDGbkEgQ336O/OgFUnLgTEjRwXkGH78ADiPw9C2gb8ChB86eAQeXotY7vpT2WN0vdrwRNHsO3yyQNqta3gEU4f0LuHaBmAEKlwjNZXFflvar0j1tSwM0ueQT3jA+sX9v5SlycYP1K6qSTKsm1O0GF9GtwaYM2xZbVkEUS3tylsWELhyh6++BzwNw2SO/9THc/Zfy1XITpFiMklwuKYIiFSRixOgl588N71X2teSp6u/bGl0MoiLIDrH3yJnA0YE7V6lNJgZWQZo1i5LBSkStr9ENRtuVLnFjxq32iUpH7X1RwA3ARfqLwRHaHgy6bx763epCyWxEsp3kiGMoOaVd4wAErjnJaYS6yibE8C6jcVkWowAk79DcP0fPBP74LVBsAIoIzQuku9e4OnVo+CU2/BDjsjRi/nb9lkN/QG9UOvi+fzOInbbo78wRNru38X2PzZFHPCCkCRdVCGFkucmykIZSHqou4Jj+A5dT32avdZGAeLwwUPufxgsV5rMRcDUM6o2cVPOdUT5xOZ6ec26LOqXNQJtBbQaVxSZlwHO2N4SWis6fOzOl/7dMfP/eZHcayD728VnEV/75HqBqPHsm3gQxxhFotOBUw4K97RqoVuYKYFQ71YIdu7++78dqoxLbMlo9rgU5RDSqB2qlsroPzeGczWajfNJdeZFN09Ttmbm6FN+5c6c6AF9eXo5cf/W7IYQK8lNKOD8/H7XtYrGo1xBCqOdic3c3m01tI1vHNoRQweRkMsGjR48ACGjVbawrsJXk6vlZafb2IoEF+bp9zrm+trJt66RsJdybzab2Rd/3N2TY28e1+7N9q/dT27b4/d//ffws41YA1S4HdMnXSV+ffJ3Mx+wwCWVQFkDalxywPosToy3t4V1GnzyeLQ6xWk6QFg3cylWXyjQB/HpYXUcuoDWzTKqVBVVWhwSPWUYVeUhlBJW0y8L6qDvpyHCECxNkwJbuB77kVeaBTuQgJVrs5Aohw3lGn/yIRfYuw7uMxIOLrCeGd5IjILlmqKVTcm5FGskAji+Ao0s5biyAI8pnTICbLeDCok4u6/z+cAE3X9RaigDQFylubgr7m0vOqOaXJhJWWXN+USa+KoU2TsiUjCOuglv9jIHMDNcTwhqDCZI1VCltO8h6h0WHG0yqHqZMakeTW0dYN0fYuIf1Qim2wE/eQSKGu/MaZCawUtvsowAAIABJREFUVGbJzEBS8MYEchneKy1U3iMgJofM4k0VfLpxTrcpVssCcAoYISf3JByDbT/2rtYAdnEwygLGCwEjwLEdCiYNEKl/6iJQAUCk91YZr8gYzJDsvos50jjHmsrCB9dr02BXFqvycCwurD55riz5qm/Gsm7zGxjAj0rEw71zpNPXyGsp6RN7Qu6pKC0uQWsGb8zi0PQ52C3QsZRFaroXN8Fszpiu3yzndyli9aDFfPEcl+1NF/Q2vcD6LiFO5Vk3fGb6Q39Q2tyVnHyPIvVGBZSjYAzu2kEXAc1+mEbs6EhKbECnsNvjhQUG6vNW91fzlc2iYD1WbRDI88azgFSnk6sBsNr5mXP5cwlU97GPfexjH/u47XErgOoqNqPyF5KHJKATECkrgFpsvbqkQnCPmpesugY5E/ouoL+YDIDn/gYgIHYO7sNWWI4EIGKo12kno4VFsdJcXdFnB8mJQ/ldPndJ9rmdaihGPxikcDqJKiwj9WQYgfFESIxjpBzK5GiDg9lmJBUFUPOocgHsmt87CRHBC2uXskNmqecZvLLQhM2mQVaACtxgl3IjpW6G0h9cJ5ZqlsK+yJ4nJhHNgHIOBXz7Yi6lEr5oZqD6S5Fwfa0LB8NxKQK+31E+ZJfvAplzL0Y7A6M2vtZ6+YWZy42cXxfuYSxzBsAO/PHboLuvwCwgpJ30Jpet1IuFsDM2h1UXDIDhPtfo89ZxbmFIWZ3SH05YYvaDiZRgVgJ6By75gJypgkfKBnAA9V6p+cbA8FkBRHU7ZeMMkBU5uOykMnD6dcejOrl1/JX9DRsOx9glCZfFKga3DLQZrk2lHwmbOJgneZdHtXGVJW9DgqPhvZQcYpOQk0eOVO+VlAjIrwB6VccCM9AVJjNPCK67hF8DKYq8nhAR/Avksyv4RMjbIJYzJt1zrO4QPF9hvn6K1fQ+mAKIIybxBUK4knFeFu4okuTsaxtTMYBLQ/syyvblGaWmZ8p6brdfXQSy948Zh5WR1RzYYoZWy9JkHvZnu2+rzwGM3YD1ftT+zfLMxUTuSXJcFxb0fra5xTqec3Z1rH9e4r/67/4FAOBP/pv//jM+k33sYx+74rd/+7cBAL/5m785YuCsrNaybm8yy9HYxZxZt17LuNnw3t+QjOrx7N+WUbUmP3Y/gDCOKq1lZlxeXtZtrPGQ/Z6yjrPZrO7n4OAADx48ACDMpWVx7XXqNXVdV+ubvvvuu/WalX2012Pf32w2oza39WCV3Z1MJiPW19au3eUYrOfatm1lcbuuq9+z8ultZvtNLKp1FF4ulzfOxfbtrnvFmibZ49p22cWyf9pxK4Bqn/yN0he5sKmMof6kSCVRXwMoIGwMvLh3Q8kTYvBVU5x0Sdi5Mil2JQ/USssADAZJVFiVrUlyNfAp32MPZGVG5aD1FxOGEg0w+9gGtBgmXyMJa5RJf98FLAlYd02t0wmglMbItf24tF/MDik7pCxAlbX9Sm5hih65FzkwckEYxQQHieC6YUbIoUz4ybznMJT2sKFA09IaJLQhM5c8XLsAMLRVnQR7M5EtH46kf8rSKOBPgIs8miAP+cTDCTIRcuAh/83Khk3+sZUa85uGSN8gRQdyQM48yAXNhRAVkOaHz/W+9T5LX2UHJkbK4VaXvphMBYinNFxnNv07XGsGs8h3OEqJJ3LDOMgAyNEIfBCLuy/bskdmnIwWHGDGRwWYA0s3OCwZgLQtGVawq3/a2sUYf1YXpDyDQ4abJkwmvSwYFYkvALTOojPUBSOgyMiZELz0d3AZzoncKjqPXNqhziEYRfVAkg8qKBeRCC4QqL2Ex6WcZpZzjAyAC4jt7wEsILbBC7jpFWIZQ46uMMdVXQRIB0CvbVQWz1xH0h+kfTsAPXayMDVaWKqXXh4O22y2NquqVbY12aON5D5J5fnsCnitqRNWGaHHMGxsZdnr+WJ8HzVAnmfQLJUFh6HftgGqBa2q2tmzqvvYx6cXv/h//Rd4gu981qdxa0JBW9u2Vb5qQRuwOwfUAg6bX6ph81m3j7crR9WWZ9kFZAABRzZH1ebLWhkuIK64tgzNrrI2FhASUQWEIYTq6Nv3fQW8y+Wygj+bu2udea20V4HcNtjTfcQYR9JfC1StVFiPb68j51zdfC1Qtzmieh5Whr3dpvYaduXx2gUE67TsnKv7jzGOZN7beczW0flNJWts7u6f/umf7tzm04xbAVQHd98ysEy+pWUnBmklFRDmJFeuADAC4EJW340hOidsgAE3rARgGoCLTmwqc7oVKsUdYbAqW6MhJ1MBnAI6GBBWJ02lbiQNJ8tmrqu5WexRzT5ypqras/LCbZDqaXCiJRJmOmU5cWaHnBxSAfQVWBpWlZQ5KT+cCQhcJnpKBwJu44YLSzTUha09ZxuuAII0ZkMHAC/tQWU7V6SELhFcJ9u7NDjI6sRzMLuhMfA3/TcCsNYRtjB8Ot+Whi1YM7PsE7udWtH08CHX9ueyGKA7ci5XNjWW/FVXKD+RF5IAujIZ9iRlbG5rKFvsNI+bWCTzhSHm7AZA4LiUJDHIQYHGNmBEaX9v/rAgtbynY5cyhvrGu/al96AzIAVmmJl9jwCNXXPh8fcGzbswasFnhOLqbPOKrboBwKg27pQYrR8+28SAlAmdY8QoYzKXh0M2cml9Xun9qmqPal6k16PtNL9Eky9HxmxJn3VlAU6NpthDSuzYfjHgT/6PDSAVGMbdNhBlgrCwVIr9GA8Attdg2p7LM1cNrOoCkllEGi0Mcrn35EE3MOiM0dgfyYNpMHJikvNCkucAAaPc1Pp1c+PppXrHt16ev4997GMf+9jH5y1uBVBNZXLXlFzLdQx1sqA1J+U1oS+TfmUFNawsy3kGSl4rZwKHDE5i/BJ7gt8AjqUAvIuDlFXzGHNrACRhxIiOJsylpqrrygTQMKlAmVg5Rm5lX9bBFETDxHl7olXez4GLezAhrTyS8+BZjxwyksuYNLraIkxzTJIvp5NnnRSn7ND3Hil6pM4JcLcS23ptw+zcbcSdmB2ASclDJIDjMNEVB93ijptQaplCgEqmAdAreGABugL4t8pQRAIlNsC59I2VZxvGiUw71/bjrb8hgJPSGyayOgkuIMCG5ie28QU2zcPRBkwZuPMJ+nWR4jiGC4OkF0BlW7W2KrgArOQquGuaVJhWAnxG7m/FcNwZKcr132CUsl6jyn8FlHLI4JYKW0iDa6+2UWkbqXtafleb2LKNWYioElwFPQDcBnIs68hdlBDU08D+qaxUwR4rCBv2S24Ae6Nz0OOX0kQ5E1brBhsX4H2u6gZXFhoU9HiXwdnVx0jaUjjoIYhY7gOfzTNNTorzVnvoMPKMbZV4bVsFfCq5dxhycFEM4dqMqiTR/sxl/FegKO+P3ZF5PE60fxTkWzBrTai0jfVrFZDqAtYATnWsV8kvY/RsHgFTuzBl7i29H2rN3VL/Ok2AeJTBhxFhkuB8BmdCZjE482HoP5Xq5/J6Ez266CuDvo997OOnH+4PTz7rU7iVYdk6y4pZIyTLqG2znpZ13f7cMqGWqbX77vt+JD22rJx1zH2TY6xlDPVvdd1drVajOq/KBFomVq8PGDOEeixA5MRWqmtro9r2so69259vM5667eHhYX0/pVQZXSvrte1vDZe2Gc1dEmp7PZYJVbbWsriWLbf7jjHuNFB6E0tq2W8b9t7QNrKM6ocffrhzf59m3IqZsWVUCUBjnHsBoCvtHAzLEUICJn11UU1pYFdZ620aloecSPfA3uRPAsmXfKgEkJaryaWup8mZG7Ev5kcNlKR+Y9nOF4CqODqbiZVhFmotQsj29njbpVHABPRAasVAqmnLoE1DTU4ixiSk0mZ+JPetocY3ZZJanVCBmkc6YiC9nBc3xrGzTC5dL+fFiZGmY5qFG6U9IQyzhn5fQao9Dsk1OhSQavPdeKtdaPibMioYrBNZY8gyAjkm6sKBAmrdzlMpUQO4ZgHXMnIxuGHfA3eeAYeXYkBVGKS89SwgV1yDWXI5QQDnkqMKgLNDSkPe6rTt4bbO71aFkRGYoTAuqcMCxKUvxqzgwK6Wv2FAjv5zra44ehC6Id2s9w8gY66MPdt0Uvu27LMw5hXEsNn2/2Pv3WJsSa7zzC8iMveuXfdzTtW59pXdTbbYNmmSMjSW7MEAhDwaCxhrpAdD0KOAESAIGGAAPeldL3qwoQdLmNeRKRiCIL9oJJgQBGE8kmGPTZFiU7x1sy+nz63q1G1X1b5kZsQ8RKzIlVm7SEnj5ik29wK6q2rvvERGZOZZ/1r/+pecznT/7pgAnhRsCbWlAbxtlZuFxo16FiFSuhfVO2rGCMSgW8yqxprV0NgWICdavpQuSBumjoKuic9PkDpsT3zOSe+hMij1WzUBFgJqziG+u7wSH/MotkX8vEOzDt257wSRZM7TO89NDTrT2k1151NgdX9UUYeW/RbhRAWYO0wWaYsj/xWBUARs4SkHKchnTUfwKraWMvnfFckqGxNZEh8l6u/tf/nn8ZdffbbjWNrSxO7+xp8/6yFcKfsP/+E/APDzP//zl9J9Fyntyt9ifZrvIvAqny8CKiGEhQrDmrb63epjhbar6a6ihjscDjtAUisUaxCobdH1V1WVj9kHqrpGU4Cb/NRBgKIoOvvpeZBr0GBTA3U5PkTAr2nIetx9Gnb/2uS8i9SSIVKWBUD3TYNPoTvr1jq6zY2Yrj/V59HXqeto//Iv/3LhuT9MuxJAVWisTWjb0QD5d2dDykQI7bdtSSPZkQhS0wGVcxg8keIqjlvqgxlqkF6q2QkypExaaMU7AJzpABlxhtqsHZlGmh03Dfi0I9bE8ZnGsLIHxSQ6nPWqYXY9OZwaVAVSoVY6R/q8aSyzqi06z/RnEzpzE4KJ7UQqG4FVUmRt/VOTwGj6QGU5BFAGJAvanV5fxD+CSU6gCxmkxykQTzWC4guOqfwt5uk4nFmBNI+Ftj5V7b+oDU3ulyrrE5dEqTpzIYsqQNeECCRsAiluMIaNE/woRLVQAW1BBqoWWTvoUpcq2ejGQBGdXeskCulz25oOoL9i5ht34bMIuNN1SuCglwXUgKWLaEhASUV+1frJc5jBrWRC9VrKs9jGRNR9chFQ5Ox+GpNtDCY9/6GAZqhQl4y/ILdQwsf3RvAOWzaJVhqfucL6DihtvKHu1Q9IO6LcL7qObX4yFb+2XWCoA0yBxDqQ4ZuYBbYCWNv3jdSP59rrVGOrJjpfT3ctkmgSEbC1DAu1mOmdIIfpgPscIEq0WnlPELC1wU3Vs9ti3zYAIc+/BqlqyHm/BY+JZGyDTVlj1wWpnXc3rdhZ/PcjBRty4CLknwJQZaaaBffV0pa2tKUtbWlL+3DsSgBVZ0J2AHwwbd9JQwanVeOoaxtFW5Sj4rPDYS74wykpg3FtFsDH1p8x46Lq5uK2CVg403WGJGNjk+OqHSDIIC47RC7kz4HcXiWDrARi6zWo19oaquj5G0IZqDebqDC60uBswKb6Rbnepo5UXmNiCxogZpCJoN1Ping8b7DnlqKO2QwSFTDWp/nouEuWtzapPU2st/UG/DA58AJEidsZ5eQaogBLnj+bKMvBZPpzrrXT1gGtJs1vgNq01GDZVACIZFll3wxWA4twXlYTDW0wQo5Ho9YsO7PpPhyKwxtpg34QYpbYhdZ51ziitnks2JCVbiE5w6mtiYjkUHjqqoitLxLlsLjCtEKfM3n9L1SAKJgcEALgdAOe3qJpShpbE8w+QzduQa08gilTltsIaZNny0XqdF4rFq0dnXvMu3gP5YBSICq+Eu+jYgLlWcBWca2nN0xcdwGmPXCTU4UNBGsj/baGQQp06yCb/juodxtEADSblbG3cWNyWUIHOMqAZQ4c8VlN82sbeXRSoMkEggTcfQS1AhyDsD7yi1EBUM2ZtYbgE60o0/LVA6MnUkArdAJCETCmZzcFllxt8rPRKj+Tn0v9wtbgNwcNLwtsqfN2Wh8l1sXcbjBzOwQKTF1DvQflAcJu0HMs2fG+xWCfRPt9DgIubWlLW9r3y8qyzBlVTcPsq9suUqbVwkaSIbPWXui7KqazmFq5VmfidAZO+pFOp1O2t7cBuHbtWh6v7ocqx66qqpOJlW2LouhkHLVK7SKK83w+z1lU/bvOXGoKsabK6p+SLW2aZqHqsB77IlEj+V2yjlVVdajKMvY+JVrOuShD7L1fmF2dzWY5o6oz3f2+uYv62Or7YpHpudUZ1e+lJv1h29UAqtZjg+FsPoiZiNQfFcSBiBFwDUpjf1CV3aKLe6SmDpRTAlAEmvkGzelNKlNgyppBs88gjPMmrfpv6yTlGlRxpAK5JYqoAos4SPCmzfjQze7pJIsvW+e6dbojELKz6MT6xrT+a6GcxaQmiwlRCdSEPFe+spiJzYDYTdvrDwjYjuAzZwi9wVQWO4+1qdV6wK81mFGTaKwG5hYzcTGzIy1i+gBB/D8NWMQZFpCe5yLkMZqUSbJCwRZ6sqftb9tzdoU2KoqgOnsnZ4/06nZsnfmX/rg9oZ++v5pp2SoTjSHNnfrbJqqguif1HBjrEXmW0MT1k3rVprFXWvVXek12MsZpXU0CcPn964GTLdi/2064L6m4hTEwDOO2LlEzFyQjRwQ7GaDJdxIj0NR0CbKksYU0/3LL9emi/f6tvjAEE1oxJx//wQlFarskAZrS5+cN6PxeN7H+NAbXMpk2BuBEZIsWDAn7I/gEUmsNDLkAKDPoq0xu2yIZ/VCk+9soGn+IPWwlMGXk/dOn/+Y0pNz46lxSH2rkGV0A4jTt2rf757pSVfqSg0yKDXEhI0t77cEAbsE2i4JR8g5Vz/DcbTAt21Y9gRImt+G4gZsH+b6Vezb2mE5BAKtuKLhA317a0pb239Y+/Ru/DMBtltTfRba1tdUBUxqcLWo5o1uyaMrworpRTf2s67qzvVaDXUQVrus6t2RZWVnp1FQKiNvY2GBtbQ0gbzsYDPL3RVHksUwmk0tBUR+UQwRtei40JVaOY63t1G6KGq9sW5ZlB9RrKrVWWpbz1HXdof6K6d81+Oy3sxFbpK5c13Uel6ZV13XdAb4awC5qT6SDA7JPf+70POv9+qrA8vkf/dEf8azsSgBViL1QxcQXzpmIHnD13mBCbOuQ6ZW+BWvGhJjhEqeibic8nG9gTu9kBzqYkpm7halgpU69nHSkXjCHcpjEeQoanGkQpJ1N001a5JrKVH+axU5CyowoQBvr0SxhJd2Inui8yTGT6qx1TSzvnBbxulN7GVtHaqOtDFioq43YfzEU4GrYeQTbx2mQ0YH1g4BfCbBRU0zW8N+6R5gNoKzgxmNwZ7HNTwIaWkGUTPlV1x/AzaKj28FuRkCi+iiD0ih41XdKJSMtwjuRog2E0NK3JYiQszK0/W5lHXUyxcdxSyY1Z8c712DAByh7AxJwYeTaBawtcOo9ZDQvYEe+SzeY0BGvoukesXn+EkU0Un5pQU8wcHgTc0E621KZHYYmBYUCsfWKIQGekFW1WYD1O9Tx3n3TpYSmbHboAVPTPaYfxGARJFZDkbZJ9eV+EHunhtJjh7F3qsn14C1o0Vk2DWQqBd51ti4EqKdlC1B9l44fegGQQMA0NraXSYJH8txFkGgg1dln4K5AurA4sqJ1f171syHzJAyPRKkPMv/EY2WGg2zj6fRRbdXQ23XQ69WvIdcANZcYLCIY6LW3aj3V8x4sTAc7dPrJyg77t2D3gOAtctvElkpRuTuWTqTzpzWWelVh+ixtaUtb2tKWtrTvj10JoCpZBy02kpMzKfvgm9QLNIEDLxRKRU3TYNa4yEMLgaxCi48O9IXeM8YyK3cYzsddQSNLKyoizpRQSWvy7EliYlG/1Vz7qql3kAWY4vcGn+i4OmPY2UdAqfwsoShrjIGmiXVuobaxKSLJaeyD1Eqp1zYlPLkXj791nM4RCMOaYlSzPh9y8u6LBFGEqgbw+B525RGFi0DDD+IYm/k6HOzGY7oKtvYwg3EGHFF0CaxX4NREQCqgsMMsVNmYFpy2jqtQRHWWJmfisjMdz2F9SxmFCEayc2vIALVP8zShzbZIBsvUFt16qMM11tlWWd9MqUznlkxYAnQ+pbxsUot9Bn2U/9aWW4osGKvRU1AvaOkDBArcJAU0rOkEgDq9MvU+siYSHFHPmDyn+Z4Kah17AaZ4kPZx9vpZTc92Pg50RLqiOiwYrODqzgCFgq+jkNK2x3uT+xVndsfctuC0P8bU5qV9X8QLE1Xe+FHI4/ZFaN9bXgmRyTNk4/5B7deh3F+ICAFFwJtI4Q15jHFAWbApEIWeaJ9Zyfjq51K3k9KAUurBu1TfdNmytsbkAFgHuAoYV0DVhLiGMUu++J82U5cYS1T8DXQCDqZHvZca/3zdNqhs60fH/tlP/gv+ry/+22c9jKX9ENu1b1bfe6MfYvuVX/kVfvM3fzP/LVlBrVgLl2fUxCSbNp/PO9/r/S5TDpasnM64FkXRoSRfRiHW1FOImU1Nx9VqwZp6q7OSkt3UtOH5fN6hBy/q3arHdX5+nq9D95mVaxgMBp0xahEmUfrV1N++0rI+pmw3HA47wkp9NV79WVVV+Tr7gkj6PIvWSB+nn7ldlF3VVGq9VvK5zjR77zk8PORZ2ZUAqiKmNA9RJEmov5GOlR6g5Fh4IiUWQBdIGSUWYgxJcTU5rhpEfBcH2jYBpP1KyvYEYzoZuZy1UPWpmrqbxUB6/p9gY9tThw0kBw+DJ7RZ1kHoiuukGkgvJ/XQjEtyW4kAbmajc2pbh9GXgWYF/MGNdtAyT8HC49usPp4wOAmUp9FxrFdKDnY+RitbrLYf77J+MqYeGc7uBfx0A05vt8duBoTDO7AF1p1iayjOouMsVFsB48GFDO6jY2tyVlXWQCiIAnqFjt0VXVm4pF3w2gPJ0QGWBVDglfi3L8gtLXJvzia9GAT0ynRqUJpplOnAJnRBbKpVJYCxJHDTMgGurInTLgBC0J4CMDkoBFBUUA8uHMZQE6zB1gFbhyTIRQYaefqsyc+CUH7zeqVT9uJU3ey8potDNzZlun/LvShj0aDV1Aa8TZk6BR4NmbZt0n1ssPld5r3NraBMZXPNqG3iMXP238bHTBRpQxFain+q+c1qv4as4OsdhDIp+joQESab7nVIz5CN4w7qujL9VxZWLknW0ST17zy5skYhr7ep22dVA2Mr/U8vHp5OZlXeAVrqug86IVPD89g730HOvMvx8v1QE8zFd30oKnxl8U163tI6WtPqALSZ1HZAIlR3pZ/Rv6M1b36Df3e2DsDPrJ0+49Es7YfN/v15yfAP//OzHsaVtr29Pc7Pz4FY//nw4UOgWwsJ3VYjAj7KsuwAKDENTuV7TdnVNZIaEGtg0wemAoiKougAOqGzymdaXbdf86lBrex3fn7O6elpHosGc2LD4bBDQ9bKxHp7PUbZVkCobC8/tRrwIhCu506DVm0aNOrWPvJzMpl06Mgy55e1jdFUZn2873ZeDYr722u6swb1mgY8nU55//33F57n+2FXAqjWKaPqQxQcyb0noc2mKrGL2BdRNqD92QMbUa+269GaSxxoG+oIppJvYwKYOjlJlqj867pOUbZFWZGgthFHj94+6WNpa2MxeA2KXKo782r/7MkbJQwjaaIQBVFMynYa8ENPWG8we4sBOr7g3p+NsfMm1ukZQ7NWcnCtuDhmwLuCG189ww8dw+MV9m/uQr/oPFg4uUm4cRrrcNO8ZcAh28lzpCiNkBxs3fv0u/mGAnT1/MsUpWP5LIDVc4rVPhLz6NQ86m1N735DOfYalErGSkCNAer0t22zpq702KT4C9ExtldYTGnhAmqQ2kRQRZ0CADcex4y9flCMx7n92FcYEwND8eOc2MviOr5Lx87BoP5zLuOANoPYCxL1acLdjHr7vc7GBpsYDoUKGEmwKq9lXE9XNG29Y0jKvrWJ7IbGYOaJit8khoPcZyaeI2eiLfE+kaBbCBmo2srE4MkgEIZK2EzMxesPwWTF7jwvouTtY220nFNfk34eTCc1vmCecz2qekYVyNTrGFzvUB0mSXscfY6sDdB51tLXac0Mau3694OFQbPPzLQ1qjJwc/NRXLv0LGb6djDQtCUmRlM8lPkFtbpLW9rSlra0pS3tw7ErAVQlC+FswPtAQxSXCcFkkKqdhlZlFAVeWyfa9xUrtejS3Qdw//lettAzqPfbLF5o/fJ48NZJNiFlM2zXwer78LKfrr3SzpfOxokj7otAM4iZEoIhyAmk/QdEkaRUc5ZFmoLpOnIuJFXjeFwqQygqzAKAXkxmuKNzKFwSkbGYucPNK5rhgu3PphTv74O1XD/eZO8nL7mFfEE5juOyVbzeCFpDFwxmWmzIwE9nTbwDRrQZm9qkNiUhZ1VRh1vkYLc1b5coAws4MSrTpdeq7xBLRqrzWeh8n8cS2n1NArDSmsYmsNOK7FzdGtVOylIDt7yOof1pwNw4goGHR3egKmON88YepjrF11EUyDvT1j8mUNMJNhhawa4evTcPw9MNGsHlQSINojIoU4Eok6SuBBS70GbT1f4Zs/sYIfEmNeL2RIEkH0GqmdskgNSCVGFkNHNVL25r2HxCGB5351TuPxdZEWG+jnl6E6oSM5hj7jzEbB/TzC3mrGhFzmo1b6reskXEbUArB7hknmz33AufJ2GcJJpufr707aHmudPjVB2z8yzmz0LnvZu/7gcf5PtFuDHAsBmDg7mJqr/YGrafENbGMLc5UGB0llyB/z7DIdao2oWnW9rSlvZ3t3/1z38W+MazHsYPjK2srLC1tQV0+4X2KZx9ui3QUeIV6/f21GI7sp3OymqRH226N6tW0l1ZWekcX44hCrn9cWkarGSR5/N5/v3s7CyfR2cUB4NBR91YX6PMxWAw4Nq1awBcv349fyeZ25OTk7ytzjRqcSqtqFsUxcJspM4MX5ZpXWR9WrGYnpf2PVmqAAAgAElEQVSmaRZSdfU+fZGlv+k5ZV/oUry/8IUv/I2O9WHZlQGqlbdUtcttaCSr2mn3kJxl3fZDgFrQjpCyoJ0e57FrRxHbPLwLVRkB3GgPZmeEmexEEnkJ+XeTnF/JzrVZERnbRSDaqc0SZ3tAm03R4+0AuUQBzM52iIIrlcFNbVbatLNIv2vmGzTNDiEUmFCzMt/HDsexFY+HlaeWptnj5MYdgqYvNA3X33tEvbOOO6/Ae0zVUBxP2P3m+zz+5EsETcuoG3beuo+/sYlJ2bBiOqceDS/Mu5tX7HyrYbZpqdYM83KDeblDMAWGmtLs41Kta3bOlSNr9XtQsjcd9d6YGWpr9lrw2qcCu3lvjdLvvlTHUmsp6xGS6mucK+mlm4CY1FeS7kv5W3vZsu2gifWJKePYuJDoopLZ+QGqfUvPYK63Vc+gXotgwG4fwfZRnld/XtCMHc3cYOfg5iEf0tvUmiY/T6Z7TyQ6fQfM0j5znWcJOiz3TtCp957ImdwGrDF4jZ58+gdHolBBrbmc0BuaqenMhQlxnUVBW9dQBwdVWMfrenFfEo7vwNDDteMug8LF7KmZbGCe3mkDbPMh4f3n4wlXT1PmlfZ8+v2UAzG0EyFA0kDID6CaWxVgyX8H03nHyTEvrIEKNEkAIvdl7gWBYMFzG1RcRK+rac/RyarKd4k1ISUGzo0ZlmOalUC9GjPRcW7T9VoTwXYKIF30JdqTh3TSq9zr+P+P/dZrrwLwMw++/83cl/bDaX+Z6Jg8ePJsB/IDYr/4i78IwO/+7u+yubkJRGClaa1avVYDkH69qgZSui5VgypdZ6kpo33Qpc8jFNPhcNhRshXQo0G1pgML9bWqqg71Va5N04CNMZmqu7m5mY89HA7z71qxt6qqPPa7d+9y8+ZNgKxQPB6Pc4ud8/Nzzs7O8n66XlYfW8+FbpUj1qcJyxxpkKsBsWxfVdVC6vVlgQcdMNBzqgGsrp1dRD3ut6zRisZyDFmfZ2VXAqhW3lI1Dh9MbFUziP3qvDdtr0HlbYoIRuuEhVaBNX3f6QOoWqV4G2DjBNbHcbuZw55aQmXxZVrMmm5mQzIFIt6TsjhCr+2Ydgpt7yd0AaqukUwZ1ZAyoaZJtF/bglRbRQdfxmbrCFJrnyhuBoIpmQxvsX4S2Dg7oTwPrOzNcdNTRrtT9l95jnplgJlHIaYnn3iRgxfvsPPWfTYfHxAGBcEa1sZjdt+6z8ELd6iHJcVkxu7X3mHr8SFHz+2w//EXqFcG2LoB7zv0X1M37H7zfVZOZhSTkuNb20x2b+VtAiXzcIvhDErG+fqz45vbA4Fk1eQz8dNz/WmPDpqzYdop1s6sDFJRgY2PN1QQZ9fF2tR6FNt/ZEXjQDfjZGgzq2KaIpvWKUirJEPb1iREuqFNwQxjrnZ7miwCpJGCPGdefw6ZutvfJz2TEiSQDHrnedMAyST2QmIw5LHoeyWDw9732uR51MeXtVTPqi9CVAKWIFFGsel3aaUjv6fPTRIwo2mBXAaL6dhxXJFN4E926SBpwARLeHoLrh1jpg7phWrrROU/uH2hZhzvCA/uwfPfznXgck5fQFNtEE534x8pa2tWx71jRNq9SayNnEE23bHrbHQcl/pbAknyX6CtH9e3tALBul9urjkP7d+XrWn/dauPLQrgFKlMQ3ogl/o65KGU9YxBKrOAEpMZ/aa9/80yp7q0pS1taUtb2vfNrgRQhdhL1dnYJiCKKdFp6WBMpAjm/oPyha4Z0vRE7UD3AGd7TDq0w8xsVE6tTqZAN9MngLWv9Bsgtrro1zsKSM2OK90sQbmg9qw22EQhdPNU45bObSuY+QVtGIzldPMOp5t3KGYVO2fvsnX4lK339tj+9gOOX7jFo0+9gi+i41uPhjz+kZcIzrJ+dEIztITCsno+Zu2rJ7hpja08Zl5z9Pwuj994OWdafVnETOy8IpQFxXTOztffY+vJAQDF6ZwPPv7qhTpWTGxVMjo/iSqdeg7TzwttRVSGpVOXGhLY7GRp1LlkvttYR8p4d0FmFmfRa5pAR8ymkKIkaYeUcWuzgAngeKPqDA3GNeQspA3Ywsd2SpCVRK90fSq0NZhAzp7mBway8y+Bo75J66IUCND3vX7e2hOmH779KS1kOqDV9NZVrU0+jgK/QYk3tQe5eO5FlN+cNW/ANDa/e7RCtX5ZBBuiEFs6lLS74ahYCHdMXTJ4f8BoD0wdKbAutm5j/2a5GKVVJYM9h5sa/ACaYaAZBcJ8HY5vk1sESdbWAWsnkSYsAma1Duq0ARsJBrb9WePfWdE3CSplxoOARVWDGmRefASnrbJzd85zKYW8k70ek1oHuvvo+0jWTgIQ7aLIfSIvdAk0yFjiZ8F3jyPgVYSU0M/AR9Te+Itf4M1/9G+e9TCW9kNg/8sXfwWAjx8uhZT+NvZnf/ZnfPKTnwS6dFOt+gospPNqhdxFNGCdfdP76c+dcznT2Fed1Uq7Qu3VGVvdz1Myl9PptJOV1RlHOf5gMMjHW11dzaJJeuxnZ2fcv38fgLfffptHjx7lc8ox7927x6c+9SkAdnZ2gJiVlv3G43GmVd+6dStnrvW1hhA6fVllTjUNW49NCzHp65Qs5WQyydnfEMJCpd8+DXkRrXmRUJJ8rlWCF1GCF4ljFUXBV7/6VaCbLX4WdmWAapPq80RMqekJW2jQap3q3yggpDEgNX7JMep4MEb9TGCXucVOkyIn5B6n0RlrHevc1N50AZENphXrcbE7S1baTA7eBQpb37FCOXJV6qco1xBiTaabxEyqraPj6mYhgVY4v33JEgrtYmXA40++DE8O2PrGu1AU7H3+c4Sim50JzvH0pbts/cVTTO0IzjDeudZmVKdzdt7+gP2X73XowHEiLG4+5dX/8484fuV59n70dR79g1cpzqfc/Mpb1AtqXQG8LVg5DNTDOIcyb74QwJM+hyym089GS7bVzZKiqmS8Zc6DArW2G5AQ+rCAobndYDqI9GSmNcbuYdZP2myMEkjqZFIXAYjGRFAAhMqSlYG9wdc21sZBUrY2OMfVBqsmYGhFzjI4lbZPQOq2034v8x9IGbsoHhSKEOn0KlOu64eD/C8BUKOCQz6pWkumVU6ln7ELwSMBvYGsgNvu2G7ny8RqcKFdO5VhFIVtETcydXucfuAEIDiDL0MCx6FV571MEdnX3Phqw8Z3zjBVE0GjMwRnOdxeXDNum5rrfx0wTaBaNdRrhtm2YVrf6iJ6iFnbo13M+kl8N/X6nuqa/g51mJb2bhrpoar2zcEiOgBTZ0nj9aV5kABQDnyo3333mBns0m6bg30qgNVpM2XVf5KN17Wo+nc5bMoomx4FP6RAp1a8/ijbcz/3Jjx41qNY2g+Dffx/XQLUv4v99m//Nr/+678OdEGjBqHQAj7d5mURxVcr9PaVe8U0fVWOKZ9rkCP7rK6udrYXUCznPD8/ZzqNUVhN69Vgbzab5WsoyzLXloYQODiIiZDT01NOTk4AePjwIe+99x4A+/v7+Zj6+k5OTnjwIL7gBPhq6u9sNsuU4Js3b/Kxj30MgBdffJFbt27l42nQKMDy9PS0U9+p6b76+mWdFlGFNYjUdaaL2trIscU0JVsHEC5TBdYKzIu2L4qCP/3TP1247/fbrgRQ9cHE3qkhKmYCrfKvfJYi3iH1U43bZDwWW0WIs2WAMsSouW8dGGnhIGlSe25xqV7OVnQckQwwAx2ams7qCWVUHGkXyzzBROqophjmfqFyCu0oBWLmJfVPlDYttpJeqNF5c3MoJiEC1nkEq66uaMrFQDAfvizY/7E32Pza2/jpjHp9tHC7emWAHU+xheP45jZPXnkeXLxp69GQR6+/FLNKi/ZdG3F4c4snP/H3CWWRP3v4o69jpnPCJXWsxdQTTPQ6fUoaGR+iAnGyXEtqWodWWtp0rvOSzGn+qRxbMdPEv2fFBtNSqYSGknB2OzqvaydpIC2Ajgqt6ljKm24zq/ksrYMun3R+DxcYBFfONOVXaigNrdPvifeGC1nhGOnBObcws5Sn8Xkz6d9TX8ZdZB312rRtSVLtappfqx4irwHJohrjBK7yPSDf6ftA/d6s+m4mFTWeuqXf6x6lAG5mIgU/pDpxaobVPiuzE4KzCQCD0PX9fJ+z1dtdunzTcOuv32PzwTiCVO+hbjBlAcaw+433OkyGOKaG2//lW2y9/SC9eABrCasrfP1/fm1hAMU0Je7Mtu85H8ef18C2AZzcvzQD8QjaZA4EFGZQatpjLsqOy/X3Reg6YDZIkI+ceV8U3IvfK3Aq26l3rdB+/dDnkor2AMR7tfNZqiM3URHYh64eglkAcJe2tKUtbWlLW9qHZ1cCqFoTaIKhLBqs99SNo7GxRjUQYpLGBLwUgCcAqy1406lFveCUQO5PGFIWqKUVJnCchFoa1x5A18F16ufk0Prv0DpaJmWSckS/B1J7XTvafpFyPPHNbcwWFhOwVaCYxp+uChRnnmv3H/H0hecIbnHURKzeXOP9//1zDI6/y0YhwNEJxhgeff6zGaRmc5ZLuW8h8PR/+NEMUvPHZYGtaqjqzncizFRMm/ZCTaQA2wDNgqxYplUnmmBeBpOca0NuGWJEEdm08xpM10nOjniA2WgBhRpLON/FrJ5crHuEzj0R+k5soRSbi4BxPgonuYBzPmVwpEUGOOd/MHxgk6JD8gxK8EdMWiU1iZ7vTc5CdlSaExDxxGnv66kKUM1BIgVggwSHBBxJUCIFEDTYvEALvcSCiWA0Bx9sDDhID1Mjyr3z9L5QlORmvkEVVJ04JdPyFm4aWD0ZY5qAbaCYeIqJx873OduY8fTlu9TDQWQrfOt9Nh8fEkpHMyqxtc+A1dSe7ff3wBj2X4015sVkzu7XvsPmB3uQnqtgDaaJNPxiMqNeXbm4fL5m5YnpvJfkHs59ZFP2X2e4cz9jqTO26llKQDX3UU0031zDqunBfdKACgzmoKBt51e3BIvXKOu1AKT211fzwft0dKuDmKF9r5u2hZTpH2/RcZa2tKX9re0nvvKzrPP2sx7GD6xJFk9TfweDQSfDJr8vonrqbJ3OoupMYD+jqgV59Oeyvc7uajPGdHqgQsyoauEfTaUVSrD3Pmdd67rmrbfeAmIG9Pg4OrLT6TTvqzPKo9Eo04P1NgcHB3kskoE8OzvrZCllXIeHhzn7+uabb3Lnzh0Abty4kRWDy7LsCEVpSrSmZMvYtFiU7tcq1jRN53u9hnpt9bXqTKo+pqZh6zW6LMPa3/Zb3/rWpdt9v+1KAFVnAlhPUxcxkwpJCTV+733ER5bkhAZAaIdCD7ZKvMWb2MKlSU3rVa2jaYrsMNl5m0nIAijpu0wX9GQaMHT9FO8MuJglAKjWlQOeovXaiQqWWIdahBbYaJCbxm0acNMopGLnUJzHTGoxDQyPGopJg501lI+OWT1+C3frXZ7+k89Qb66lQS5KpdT4IcxuALOLX8t+piioHz4mXELXvdSMoV5fXfiVHw25+//8FU8+/Sr1+ohifM7Of/wrtt9/ghkMYDigunONo+ducPTcbZqixPqYlXJmnKnVAjSlN6OmB/qidZKhGwjIc29Z6Lt6ZyLdd+Hgi5zhjveeAMy2rjaKXrVjAWIPTemJGcjUQkvI2ZmybLKAkoHcpukqmnGxftxIfbiqU5VATwvcTft7iM+YrUymdNo6sQSUGm6X36mACFwIDslnQplvd2qf207GtAfILlxbiIGNpojPYDAkur/JLZHsLP2suADMZm5nYQ32+epNpis7NGVJMa+4/p0HrB7sY6qG7YNzrr39CELg6N4u+6+/wKO//0qm2G8+PogZQ+cIg5hVXT8+Yf2//nUEo7MmAtmyiNNcpkxrelftfOs+j/9eLwPrPduPHrMy9zQl+NJQj2A63GRW7hDqAqhxxT7FYKxKkEMO9JACKx2AiQKQNk1xo+Zc1rBv6jtZmmDMRWDaeY+a7xpwgFSKod4ZpIBDfOeq/fP5TQap8WrVePU96b/nqT8S9unf+GUAvvyr//oZj2RpH1U7Ohux/qwH8QNsf/AHfwDA5z//+U7bFLHL2qFoFV+taCvba4Vc+U5+yva6dlRbn7a6SL1X6jLPz887n8k11HWdPz8+PmY8HudtZF9dc6qvuSiKTOfVSrrD4ZD19fW8jXyugbL8rlvyaNA2mUwycHv33XczPXhrayurCOvaWQ1gnXMdJeU+DVsrAVtrO217tGkV5X57IbFFdbGa+mytXbh2l9W2XhW7EkBVHHQR1TRAWTSx1NRHjmVIGUqHzxTJYGkzrIac7Qs2wMzlzIdpWk9IhHHiiZO/beOD55tUYhcS6MnOkoreS9QfsrBLduhqYh1aAOuSw0XIvjspwypOcHS81EWLuEljIlCtonLneLiDXy1wVcXu8X1WHzzATGf4/QPCbMbm0wOuPR1z8k9e5nRrk5Nrd7qOs/esj/cojgP1qsG4mmDaHkl5HULN0U+8wOD47t9+DZsUBSoWHLduePK5T8RM0PmU3f/6Tbbef0KYV1DVUFWcbj7P0xfa+lfvSib2FsMajBl3qH2+iNkeX0RqnlVKzDjTZki0M50+zkDGqZZGAUxYPCfYutPLU47djiekY5vuWgr91cWTxsypinw1ltoEisJjrY/3+hWm/kqtHtDSfXNGlRaU6iybZMm86VI6UzAniyNLbavOqul3pAYWJq67qLrK89ehioKi/pKBEOpv1Nrn7dMj08kA1jGT6uap/UvVAm1bhdgjeGfxazQ4R5P+ca+HA/ZefR43nrB1fw+pW3j46Vc4fvluDi7VoyGPX3+RYGBz/ygCt4HFFzYHamxjUsQWqMDUnuNbN9h/PSpxF7M5N77zgJvffK+btX37AzafHOJLS71aUG0WnK1vdSnvlDT1rXjNRXQSTDBt4EevqwQj5CtDrhsOxuSAn/S4toFMFY7HVfvL+9Gq4xjaXrsaYKr162fMBdhKcCv39/XxOiRT3oWcss2C4Ig8swLEr86/3Utb2tKWtrSlfeTtSgBVZz0mGFbKmsZbqiZQNy7WrPr4nzgIGaRCVgAGIGVds+fiEkBsIn2469EkoOnNRadLfJh+1B3Zrv2gU4slmQZxtCSS30SvSlQ0IyXYxIyDC7nuS7eBkGxN02wwc60T2QwGPP7Ei9iTCZvffBdCwK6uYrY2Ofzkizx54SW8K8A32NrjncPNK6598Ii18QmhMDRDS7H+hKObF8Hs6niP+Zphvl5ifENwC26PkLzP3r6be0+wlefw3r0uDdl7vLNRHZhYt/roH38KMxqy9e6jOClVzf5rz18UaTKWyu6wOhlHgFoSFU0T2O/0qhUnmBhYsHXo1rAq31Ro2bJuwcHA7zMz2mEH8JjRnqJjm9ZxzfdHWj9Pm8i2MYiRtxNw7E0qc7VtTbaPN42z/kpnVIEWICjRHQm+xKBQEklKz1EuJ5U5cOB7z6KtabOiMk8YyWvl5wF1WhOIQR0DQVqPiHBOUlvWgkkCZDt1whqo9imdErxI7weTKL8iYGarkHuWuipg6wq/qE68F7kMhWPv9RfY+tLXATj++AsdkJq3c46nL99j64OnMHRZjTa4CLQaazHOEgYWU3lOr21FcJuen3plyJOPv8Dut97npf/8NWzVQBMwTQOeVJff4Gae+YuLKe+132EwH3ez0Xp+ZG36t2x6d4nonAajnXIHeQY10E3HDjpokCnEau1ke5uaxfQAcK5NzhvKi1fGnP5NyNfSv0BakKrvF33vf4Tt9r/88/jLrz7bcSzto2vP/dybz3oIP9D2la98BYCf/umfzp/1FX91lqwvxKOzfPP5vEP9lYyepgT3Kb6LxH/kO4gZOjnXfD7P2VARPjo9PeX8/ByIdF+h+E6n00zrPTo6ytv3+5vq6xwOo/7JyspKzmjq7OpgMOjQYHUmGWLGVfdcXZRJ1J+dnZ3lsRwfH3N4eAjA+vp6pgSvra3lrOvKysp3pd72ab2avtvvuSrH0Jlx3WtVb6MFr/Qx+xnV/t8yP3/4h394YR6elV0JoNp4S516qTbexBrV1EdVg1SxjDF0xDt5xBmUimPRRIqvmPEXnWTJlkhv1E5WSGqxcnZIOcxNQGhjUc2060zHzEBoPzfqvAGoBWQrh7gCOzMMTmA83IGie1OHwvHkM68yChWznQH1iuVsY5PxlhJncQXBe3bffp+tRwdpR5knw8qTPQYnFQcv3I2KvrOK6/cfsn54jC9tpMJOHnJw794FQLrz3gOCgaM7t1pK47sP2L6/DyEwOJqx/9rzMbMzndM4SxiUF67h0edeY/K6w/hIa64XiC0BeFvgzuO6YIGJwbp2LdqFVZ8p+m+uQ5b7ITm0to5OqI+5bUrGeAMVO0DsO2lGe9jhuK17TMgrKL82+7EuqcXKd159awMB03F6vYPC+KRwHfsHX+WMalbeztlqQZUtvV7qFzvgPO0Lps0GygPcy6Z1qaBGfZfApzUd4aRc/yibJtChafUCfkg9TEMRLmCSjKqL0JYMNK0qsWkMbhbVtm0SN4sANd5H2w8fXwzQaKU3ZfX6Ks3JKaYs2Pvs6wu3gSRsNk/y9D5gvOP01nUOn79NPYjP3bX7j9h4esT+K89dCPIE5zh44TbX33pIcIbjOzfYf+0F6lHKrn7zfbYePaVZwICIM1JQTFrQ2FdSpr+Gel+bFyPRxOM+uoQiqICcfo5FJE3Emmhvs2id6ZKgxMU57NStaoaFPLc54Knu5w7lIg06sODzHw779+cl/3S1+t4bLm1pf0MTWvlt/vwZj+SjYUdHRxkQDYfDDiDV7VQWgRMBNs65TH3VALcsy3w851xH0XYRmNV1r7PZrEPtFVAqAG88HnN0dJQ/E0D69OnT/Pl8Ps8g9N69e7zxxhsAvPbaa/n8+/v7vP/++wC88847uSXN3t5evtbNzU1Go1G+jv5caHXiuq47gLgP/vrXr2nNe3t7eSzXrl1jd3cXiAB2EWjVQQCtxiymQbhWae4HB3QtrN5GAP1lQHRRyxznHH/8x3/MVbMrAVRF9RdaUVkvPQoNnR6O0fGJfe2CCRilQhtCaqvQmFS/Steppps8CS7WnYllxzd9ZzxRoVSJgxDAJrAa67GCeOMRnKj9DIZQQCM1jESnN0f8s+MX4/tOgehiEvCri5enHg44fH1EtRGPdeZ2L2RFgrUcPnebzccH+dri5wbjAxv7R2x/8DQJ0BjMrCGUFltExaLrJ08pzhoOXryT6IQV1995wOb+IcFZNveOsuBNnr/as/3eE7bfegCFIzjHN/6nH1t4Dd4VnD6XslaNwUxrAgtowz4VACfwZ2zr5Hbqx1R21UAWf7mQKGm6mZ04mDTnbowrxrGlSEx0pqx9AmGGKBZUhLYXqKytUMzT76FM94U3UHqE/tsqi3qMgaJorrbar5iJ93oQuoAnzkUKDEirE/2sdVqOhBgwykEaYmDH2xQM0m1SxAKdtjXS71LW3pd0FIPzenuDqdLzlZkKJrIslJJsC4LiOUxqORNrUmN9uKtiNnV4GGvE3Tzgpp5i2mDnHjtv2Hx4n8HuA/Z/7A3qjTWK0wl+UOKHF+/nUFZ887c/iz11hEeLa7oBirMJPNrDFAWFtTz8h5/k6JXnMwCshwP2X7xH+eSEesF5INKI/bff4eQTL/L4ky+3atyjIY/feAk7Pqc4n1KvXVQBd1XF2sOGZmBohlGRO5c5mPge6Tx/pgWyoVAAVdZRspE6OGFCFrDL8UYVFOwAS2jZKjaBU03v1nOca1Tb924+iFB/+4+cfJbbEfVfHPFY/fY1S1va0pa2tKUt7cOzKwFUrQnU3tIooKbr+SJQjQ5ypvoaCL7925jQtsPQUXNpR5McHD9KXrM3uFMX29hgsJKJS85PrqciOqpZ5VP7MQF8An6mCdgqtdCxxJk1ZCqigZy4EcqkOPbipJenKXOTeqXapl5Y82moOX4N6q06gqN3LwG0g5JQRnog6fym9jka4EvlxaXfjQ9xmyawfb7HtXcfE6wFZ2JGq7AYH3CzBl9aTq9vcfBc6rU6mbH71bfZ+mAfv75CvVbiqopmUXG4q6muJXUSD+ZgD85u0/Esg2d0tof1ITu5Pk2f7IchCyxpC6rOMPd2hFzn1yZLevVvIQUTyjYyor7qABypNQ5BJ13ivSUF18ab2EcVcj9NEf668i1pLjMB4DmbalSAJyQabpo/n8Bp3QU2naBQCkZ1sqrqOcssBU8K6qjAkwR7lJkQAXALTNrtpE+xzn7nYFdae1PHZ95XG8zCDqEsOL9esfXoMdtHh7izCnc6w0xmMK/wTw/YePCIrW++h721S3Njg/1Xb3Lw3D36VHI73McdFJgaKlMTucv9+Q3svPUAMxrhj084eukOR59oQWrerHA8eeNlLsveEgI0Dfs//umLatxFwZNPvcLuf/oaj/7xpy8oct94+wGDaUO15nKwT2qCpdWOXgMJCuS5VmuRE/FGqQL70GU7QFewadHzatS9ECTDL+/UyFIIBfhB6N4XmgIR4jPb0oQ1cu4B2P6U+h/Q5/XvaP/qn/8s//SL//ZZD2NpS1vaJfaFL3yBX/qlXwIu9lHVYj3yu2TX+lRTnd3T28jvOhOp+54WRdHJusrv8/k8ZyZPTk6yKJJkOg8ODnj69CkQ6bOixHtycsLaWhQFfeWVV3IW9ROf+ETOUBZFka91bW2Nu3ejpsrnPve5nLl97733ePPNN/PvQifWYknyU4sz9bOoWgSpr3YsY5Gsp6ZH6yzx7u5upgSvr69f6FOrlZK18FFZlpf2V5X5r+t6oarzd1P21ZRguUZNTXb9ErwrYFcCqAIU1uNsdD6EBik1fNo56NB9aQGtEWElEU5SAMWXxGyKDbFtiAXmLd3WKMBjAlRmg9qknohFzUqzz7A56ThPELe3mZZIWzsXgHlysmqDTcIezSAp/ibHSte4tsIz5Ezl+uETTm70anXnVJUAACAASURBVEnx+FuPKF84hdrR1JZQVJj6Ihh0dUW96hgcNth5LOoTcBqyOEvA1CkT7RLAagJGlMmsJZQ20hqtoRk6TAgYHzjZ2ebpi21rnHp1hUef/QRhWLI6m1CPHJv7Tzi8c7fjsAfj4cbj2LYlrZcbjvEe/HQXQoEJUfW3sKc0ZeskZ6XXEJ1e7cia1KPRNKHN3EkGSG4hcXiz6EqkkzYDslKorGcHlKL+lttPMjo29EBsyuSY0AZOXASo2IBNrWt0j0bgyteo5mxqYiyYlFE1QYEVUbSWfqq1xWMjCyFtY5oWXAhI9USmQqdNSfpdMxgilpDv0otWBQ4yOHXt8TsAWQk/5V636Xubeiq7qcHPNpirmuWmHHB49x7lac323uMIUidTQl2Dc7jra5jNDeb3rjHdHVDYMzaOH3G2vot3Bbap2Xz6hOF8TL1imG8bTLEfz9FJ+wVcOGL+fMMk3GH07ZL9n/j0YiAK1BuXZ2UxBj7zI5duU2+ssvGlvybM5+z/+Keo11cpzibc/PJbbByf0WwO07xHmW1fpF7HAdABHkPLMOhnNyXLGmjZEPKfyqALE2IRUOwo/8pxpVVCeh/IOvu+yJb+96ITceqdSx5gLwEMubaUSXWe0NiuyvTSlra0pS1taUv7UO1KAFVnPVVsXkrjDY23uSZO+mKCElRStOCOs5H6o+JNrivMmTHIjjNJzVNofsUE3ATKs8BkdYNq1O2JOBnewtaB4Xwcga2AHelFGIeHraKYjC8TaEqgxqdMoM6gQqxVjUqiUeG3OBfwZZhvQNGcMpo+YrK6CxRQzrn9I99k485jZk3B2XzAvHZMX3yf6u2Xu6kMPK58yvi5gg2gOG+w04aTnWscvCS1qVEddHPvEDOvIwCtGmg8OBvr3goB4J5AzKYK7e/ozq0L/VtD4dj75Ius1e/gB+CLc+zKI/xsN6ZiXIXZ2oOVccyyNfHagwE7GmNXxnEu58DcMJfejPGS2uBCiHOHVU5vEy4IXHWov33AYmKNoS9MDjK09XTxp67Ny4I8aX9RrqU23amXFkpCFxYn3husi56uTSDWe30DX30L6bpMY9J8mZZ2a1OdrtAjBcgKrVfmlzYolDPh8jyF3nbqp9C2WxYDueWmiPN4iHXpkvmz+fC5d202AUrBJGoyuJnBzWHGRZGh4CxPX7rLta+/D3VDaDxmOISbN/CjkoOXb3H4fGqv1NRsHD7h7lvfws4Dbu4xTSA4QzOwlOeOUXnMZDVwtrGLtwU21Azn+5RhTD0yHH2sZHr99ncFo8V56jO3gL5rfc3Tv7d+KTOjOJtgioLNr32Hza99B+MslCVmOIBrW7izGEUwAZqhpR5ZaowSLorX09KBe6+gPPHdab9gOpGpMugE8r9QOuAg55y7DWbFDsEUGGoKs4914wRWQxf/X3renrBSX1gLIhCWg32vY36ErHnzG/y7s9jW4WfWTp/xaJb2UbAs1LW0/yamW7hsbGx0MnA6w6ozqMCFrJmuMxVxHt2SRmfoQggLe7TqNiu61+n+/n6uO5Us4+HhYf7+5OQkH//OnTs899xz+Xc53pe+9KWcda2qio2NDQC2t7dzBrYsy05Nq7SNefToEV/+8pfzWCTrqms45TpHoxE3btzI55dMqLU2C0Lt7+9z//79PHaZf2NMbkmjM539nqoydjG9X7+VjByj3yN30Tp77y9kS2VbOab+fFHLGu99zkRfJbsSQHVaF7lO1Si1RnHkm9rFJIii+uJVO5DE1ZVelRShjYxDm2WFLPoSayOjc2qTUEoxDUyvXaz3jD0RdynDGNuL7AtIEuAaHWiTwZQviQ5RDQ7Vj9OQt7NV8o1Mu72AQb92Srh7xODalGsb56wNU6Nn61kbzFkbgH/pPk9dw+Q7L0FVQlnB5h6NOWUyMJi6oJg5ZuUGJ9fvtBnQpA5qfGDzSQSrsXDSEUrH8b0d9l95rtPyYv3oBFt5TNVQryzu99QUJSt7nmrV4AeGZuWUZmsc56ch1u8eRJSnAX+gmzgShzj4FthI1hSgmLZ0PvlpehkPybrmTKprbwtv4zznfoskMHQJ8yGC23aAmd7auRlkW9PWwgloBSghNAYv9Gsv1JJAfZUTqpIZhshOMCG1Aoo3fx66gHQRWKpjP+AsFNa0azi3G8zZIVBgTE3p9lmpxxdAqhYoMx5s2kCCC5Y2K2208A+0lHtaHNKxtEHEJ/E9Ee+BS+j0KwOaa2sEt0EoLPWqo151nG5tcrzTsh98UXJy4w5u4tmcHGPnPlLqTRRLK6YNwRpW3QHX3CFS9xkKqFcsvgDvDPWKwfoa7xZThDcP9vGF5WjUY14Ez+h8j+Bg9WyP043bne9N47n2aB9efQl3NCacnhLmFWE+h6bBDoeYqsZMK9xpydELN9m/c49mEEH46HyPQTPuBHH0cwS0DIjQXUtDN8B3oc44r4tafwGpqUdvZTc6bXUCJRW3cDVgjvPznp/JDHLVMxnUefJPBVo1c8eGHyYdpWy/9dqrAPzMg798xiNZ2g+6/bOf/BfAN571MD5y9lu/9VsA/Nqv/VoGH/P5fKH4jnyv6cDW2gtKutAVU6qqqtMXVAMeLQSk1XsFlJ6cnGSQKcJDg8GAF154AYgAW8SOVlZW8ng1fXg6neZ9p9NpBo17e3sdRV89dumdura2xmc+85l8TBmLpixrsSOxsiw7PU9FQGl1dZVr167lY8i4Hjx4kAH5dDrN8zKbzTKY3d7ezgBajjEajfLclmXZAZAakGqqrnyue67Wdd1Zi8sovFoxWI4t9ju/8zsL93nWdiWA6sBFQZlZakljgHlV4L1kVGOY3dgEbDyRWpgcjkyv1JFwVXcWfyYnNFEXTQ3FxOSWE24eM5zeXtIT0RQRPCbBJp2pE5DZ6cMIrVCIZOcEcElGWKiqIg4zSNfjoFmBZiVQbTeU21PKssFZz6wuciuToavxGKrGMbz5FK7FCFUIhsl4SHNa4KaWZmTwAxiv3ryYAXWO/Y/dY+uDfUS5KhjD8e3rPH79JULRbXlhvv4um48PMLWnmMyoV1fom5tXFJOY3WzK6IA3wzZYYEXVM8RxNYOu45pbuwhQTQ5vMOB0jVvdS35INlSriKrsjIGWJmjbNVqUBdK1dbJ/UN/n82lnV2rhTBqjTWpuPgZSSNR2Y5PnbgLWhox9nbu6vMLgVYQmZ6vU5HhD51lTASHJXLp5W389KzaYbbS010DJ3NzCDGClHrfPmDzm6fnSGXNN+ZVtbJ3WzccAhE81i/H5DPleypnUlO21NQyOI/W3mATs5uIspKsqpjdHzDct1ZqhGcQM43h4s0fRh2Atx7dusf34MNL50zvJ+ICZNelZSwn3FLAI1lCsOOo1R7VqCRbWj55c7I0cAqOTQwb+jFDD5iGcbt3MNOO18R6rZycYD6P5MeW55+TGTZoy1o1vP3yMLw1vff6zUUV4MuPml9+Kba/mFeF8El9Y5YDxx1/gyWsv5HeBL0rO1m/DGRThtAWqpn3nxQttHw+v3oU+rY+pU9BB3ouym2RV1ePUvgfigzgdLW6r0zQ7OH9CG50wndZExidV6DS+LtX4EiRq2kDIxUjH0pa2tKUtbWlL+7DsSgBVm5z2YfrdpwyNTxRgEeYNAeqqwCiBoghsQ+4mIGZsKyDkK5fbTtiJibVolek4VEI5+24CRtmCAjLpNDY5uyEJyUiWwJfQrBhC0/MzUy/QNtIP1XqgGUbH2o98BAQuUE1KmsoxnQyw1mNsBDiD1HfWWp8vfT4rqWcOc1JSnBuKM4ObxvH49cuzRPhITaRuMM7GvqbFxZYX+y/fY/udxxACO9++z+M3Xu60xjBNw+6377N6NMuLZiufQZ8fOOqRo9oomG/EzFEzIAJZ2zq8HRVQL+A2tgeJ50nUaclIijhwAiLetcfwzuTvMvABVo4CTQn1KK5wKBKwNpGOLWuZBV7ULSPZ245oizjA3sS1C0RhpkI5wAp8iUhYFFVKajRX1IxLEaEESDuOuwSJRLysFxCyqUVUFAoLuDlMNhcwF7DMzQ4rJlFpZI5TFq4v1pPrlV1vXUhiSml/U5PedLLyaX9NJc/shljfvHbyhPH2xV7Do8k+4+cds23D7HrAjxrM3BAeLX62mkGZ3y06+BEEtAook7H7QHFW42aewUmkCa+4I4pp4Hi3BZpbjx+zNh7HumprWJ+fsHZyElvmVFHcTWpJ3dyzsveU69/ZTxduGN/YYu+VFzr15Q//4euEwrL9nYcwnRGa+HJ78ulXLrwLsJbJ6i6bZ+OWLaCDCdAyE1JgSuZbm9Qo6+xrrh9fFBDOQYpL/ulKksMxGKgeduJNFKR3tYzXtH9f6Bmbn+1+1OqHz974i1/gzX/0b571MJb2A2hCH2/eXGZTP0z7q7/6q5w5HAwGObspVF5os2dFUSzss+qc6/TlXCSspKmkQBb2mUwmOXN4dHSUs6HWWra3twEyrXY0GrGzswPA66+/nim74/GYDz74AICHDx/m8U6n0/y7tbYjeCTj7dNthVo8GAxyxnYwGOTx9q9dziPZzfPz85xpbpqmcx5tMo83btzI16EzwFVV5SyubuEj5717927+XdOAdda6KIq8nvqcfXEo3S9V73vZ9UJccxmrrN9VsysBVIFcl+pM1PQsrKchAVfVgsb7hqBqWHPNoKTBkuMDMSEQxJEWB6eA0EBoArYxuGly7ELsjbj59AlHuxdpdINmP/+ZnVta36WjTEoLYoyPGaQIekzerpNBVOIfFyw5WX4ai0UbJ946TP1K7vlIbSgmhvLMsDKB0V6gnER1XltF0HS0tViBt5jOI0j1Pv93WV/TejSAEAjWsvk4Njref/X52J9xMmP36++x9f4TzHSWFyKURTufq0OKlJU23uX2F3Uds1/BxfrDjlBLylBmam9IwFUph8pcdqZObglVVxuK9ljlqWfQBOpVi2ks9VpcH69EeDprIsGQcPFcub+uoQWsMibfDk6o65FFHGtWjYnZ1KtMLRSQHttztFngCFojQA0NUBtMZRNgMpgq1n0W5y1ItXXAX0KtDaagWYGQWsU43ZcqZd1yEEinVkPKtqs1Ci5WAFgMnhBpwQKkfaxPj3Xq5P6oGGiGUPpT1k4fMVmL9aPYGnaecP7ZPVZXZ2wMKratZzIvOT0fUu9XsEDQzDY10xslxdRjZ57irMbWPr4LbHpZOZMorS24tLMaZuAmBlN7Vh6fs/ONR9CERLk26X0iAMxGoTRD7lcaa8497ryC2meBNIzh4B+8vrC+/MmnX6Fc9TRDm1kLi+pfIbJPyvP0HAbTli0U6VlOPWuNNbkfta1U8MFCMGltfFq6FLzTLIo45ritEfXKUBPMAjq0qXO9sgkx2GQ0Bb9Xk2pk/oy6z6TllAlZ88AUPj3XV/gh/RDtpf/tCP7Tsx7F0n4Q7f/46f8x/fbWMx3HR92++MUv8rnPfQ7o1mtCC64EwGiwVZZlB4Rq0CS/j0ajTo9W/bsAqPPz8wxOZR85vtSRinLvxz/+ce7du5e3EyA3Ho87CsVyDSsrKxl4np6eZlqxri8ty7IDsuVadR9XDeA0wNM1nEL/1aByOp1mgKuBrq4dHQ6HmW58+/btPHbvfZ6jEEIHwEJUCF7Uu3Y0GuU5lH3F5Dr19evr8953KL6yvrpnq/7s937v97jKdiWAahELz3KdqjWBQdHgg6du7AX1XwGpAbInY0wAm9rDiM+Rsz20tXPEv02A8iRQnkXHuZgFBkc1g6PYd/T41s1YO5dEOgo3To6YwTZRWkOcKzHpvSrn0GqVUlslCqkLtxPAWgQYNq0wVCBlp2wGb9QmOrE+CcDMYq/HwdhTnnuK0yY6ho3PDt6Ndx6y98rzHQfV1A27X/0O5uCYUDfg40NSnE4WirgU51PM2SRluCzXDsdc++t3uxv5BHoTldiYJmYyfMCeBUxVYmpPMANsbTHB4gsBcK0TmccYiNm05G1GkBFyFlUc/Jx5A6xkSaSvbQj4JC9r67j/6OEZ9vgchgPMx7c5LyzNSjqCBS/0cugstGRa27ULmc6d6zNl4JbI7UzZcVv63IvRJCowhKsvqmRCEp5RgaDQPmMt/Z4WYQjNXWXJjA8xw/o9mAux7LwFGEYfP62FrePfsdF1GpMxuRY6B60SKJVnUYIdWfE7HVue7zQQrDllODilXg1Uz8/Z2D7n2uokU+5ndUHhPMNhjX/uA5p3X8SEboBrWO1Rj2KdrpvI5zHQI1lVaYsF8f1lG59VuE0TWhXuXKNCu18CrcaHqOydwKsJab/ax9rzuok7Wksoi8vry8uS07sF8404X3bOpTWytqnbYFBDmyCXv4OJzxDyDOZFRpKUfap+53lTj5F3af1SZnRlvs9keIt++x9X7sfzG3K/5UxHTuybNupC2wdZAWKCiQwcS/x3Y8GYlra0pS1taUtb2odvVwKolq5haGrmjaKQJjA6NdEZrGpH1bhI/61dAicmJ0tTIqJ1ghobsycp22iqSPcdHNhYKzeD1b2GlacVxXiGPT7HnJ5DWXLryRnhvz9jvh0d7OKcVgymDlmV1NYt+DUBQt3NApgmOlUuxA2kdUKu6bKx5YP8bavkcFYWczzIqqVaNbUcR1Bq54HRU08xidQ+N2lwkyqq99YJrRsTHdTktV3/4Iji6SlPPvUx6tUVitMJO3/xFTa//g5NarMhtvN/f4nHP/lj3f6KVc2NP/1/aT54CECQXqEq4x18iBmU4RAzGMCgxNhhdJxFkaxpsOcwCJEKXJxb3LSgHrW1rLm+V4rDU+bDVqGl3IbQAfyZcqgCBAQ439hs24T4mvWjJ9y4f4D5+juEpsGsrzHaHtEMVlL7FEM9Apd6bsZMr8rKNPGELcXbpPGadv1FaEn2ESCVgJt1oW2tlDKqVxmsWusJqTmpgNKWrdCCu2zykQdXQTFJoKeJz81C5gKekshcyMBUAZxMD5XvhcFiU0zEA4ScmQ+C7ZJGmGTxck2kAk7SdqV9LmONeL3uCSPPxvY5GyszjAkI0d5Zz8A1lKOGlRcecmQCzf3nCFUJRYVd2adZP+VsxVKvGFZKQzk2FOeW8bUtpb5dcf2dB2w+PerMuamTAFMt9QXpmSb2Mw7OJjEw0773rGF8fYuju7fjsadzdr/6HbbuP4GyIAwKmtUSN69ohhfBqjE1Z3cM9Wpon6nzPZj1ehx7z+rZnqrLD9jaYJtW4Tw4cJXpAlE5jw4+qPsl9H7qGnG9bckY38Dc7SQacI0r93GDE81E7rIUknibfCmidjFwqcT5LgyW3F7HXLbNR9zq+x/w6d/4ZQC+/Kv/+hmPZmk/KPbGX/wCz33z6qmIfhRtMpnw+7//+wD81E/9VEfJdZFp0SL9mXy+srKSs3JVVeXj6e2bpumo50o2cjAYZKGf9fV1bt++DZAVfXd3dzPFdT6f50zkcDjM51lbW+PWrVsAPH36NCvtvvPOOx2VYtleZ4l15lCPWWcXdR9TLWAk2+oM7Xw+z1lZGRtEISihNY9Go6wSvL29zerqav5cMs2np6ccHkYmomRWde/aqqryWOq6zqJRzrmOuq+mBYs55zr06EVzURRF/l3O8/Wvfz1ntK+qXQmg6oPJ2VQfDE3yfnwwFDbm2BpvsMHQNCK/TKRwdWQm21+N84RU5GQag5tYyrFhtJcWaQ7Dw5ry4BxzPsNM54TZHOMcYaXIANEqOrovU12kROMVFQ2UE52c4BDa+kZCzPJlFmhoHetIdyXT3oQ+J+DUTRMNck4We3GzNjPoZg2m9tjzeawxrWqo0sDrmlBVMcsZPBsPHrPxX+I/HKFpwEsP0O6NvfXt98Ea9n/809QbqxSn5+z8x6+y9fYHIM2hZQeX+op4j7E2Z36yNR4KJym4NFfpvPK3j7RQqd9rTKT/yhzH7ROo14ItMmZRDpXa1ESRPB9tMN5sFU+9Kxlfu8PqoxnlvCI0Dfb0DHc2Z3hcEpzD1kTQPAiEsnW6+xbKEGmBKRCBuTAsOhPVJKqmi/eu9wbv5X6+2g5w8La9th5IDQJWU9sakwJDEtwpzqE8DawcN7hpwM49g6MDbBU4unMLb6Pqb8E+JeNchxqpseGC2I6YPIeo5wa6z21QmTupe+wDJPm+GUZw6osQ6asrHrPS4MoITes0B1XjUt9nz6isqL3FB8Pozh7VzmFkf3hDdVYynzh8aVPbKkuxZpnba4w76tsD9l57HhNCbBU1a2IGtQmY9IxiTexnakx+vqJ4kVCI4zWNr291exuPhjz6zGtQWDYOT2jWSqrVIgYKbt8l9AIFYfsJs42mxaQBWDuG4wCnNyEUGF+zer7HoE6qv2l9gklzD/nzPhDVdH4jx9dglPwoddR+bdO+S0OI78uSMc6OYxusMuRy6ZwtTeeLCtzqwPk+TpMm2XeMAq8hBgZcS3M3/f1/yCy3FvnVZzuOpV19++UP/jsAnvu5JUj9ftpXvvIVIAJVrYa7iPKrTQMlDWy1iqwAKyCDTL1vURQZwG1ubmagplV9Zb/JZNIBhAJqrbW5fcvq6mo+540bNzrKwFJLub+/z/5+DG5rkO29zxTa2WyWr7soigstd3T7GOdc/r2qqkzZnc1meb/Nzc1MYV5dXWVzcxOItaZ3794FYGtra+FYTk9PM5g9ODjIn+n1EUDqnMvz31+3RVTeRbXIcp06yCDX9+jRIwD+5E/+hKtuVwKo2uSkC1DFQ41NoNUkwZmUxXBSiGxzraohglrBWl7a0ZgQW9VMbRJMiQI6bu6xs8Dwg2PM8ZgwneLnFRiDGQ6wk+riIFN2IYv95Fqq5HE1oe33GbRjpbKNJmUDXaydaoYxo+qL9phRlRKo2wySzui6aaw9LaaBwUmsdzNzjxV6n9ygTaT6hbqOv0N0eIUT5xzGuXb7nmKpMYbtdx6xLWrASfo7bG22GyUH2qTvu71l0rmapj2/MTCIYBBLBLY1GGtwJtIjfRVb2oCNgEEpvRqZP5Oov52+nLEOtZNhDYHTa4vVWPdfvMNGNccUBX5eUewdMZrXFJM1zm8OmG25CC5s6wArLJRa5ZiWOupUL1Xl0OYsjQGUwm9RNFibUoZ5zq8uWBXRJ/mdQMtYkDq+2uDObaz7nhtsHVV+i/PAcOwZPZjgTmc5cHGt8gzrU85uWar1dp2zqFZS7dXT2okEqKybPO7IIeYhBRhMp/7b6L6tJp3LRcXtai0Qith7ORQBiv+PvXeLtSW7rsPGXKuq9j6v++p7u2/3bT6aL72SkDJkRY8Eln8iS/ox7Q8D9o/gQA6kn8AfRgBDQBDAf/rwHwVYgCEEEBAEsCRAYgIEBiJFFGWKZEwrkkg22Xz27b7v8z5n76paa+ZjzrnWrH32bRIWyXu6e0+g+5yzH1WrVj3uHGuMOab+Q5MIy77BMEaEwAghIxKjiRlNTAjEUmMPOa8AkDNhHCJ4DKVmM80EMJ1srXfffvzKS7h674leS0FAqtawHty5hUc//F5pFbXocfNrd7H3+ACs1z23ATQyDl66vb638Y+8H7MvvYp+L6LfC6D2FPPlPSy2boEhNbh84z5wa18k6X2s9e9M0uO4PQEloDkhhBkwRhKFSXbza5eznSua/vRGWHZvF3Z7dfGpLAjW0+2BaJHeW7ja8vIFf41MbmDbZwX9gMjb5XygLIAwAIpcjPs2sYlNbGITm9jEDyYuBVBtNLsZXdYRiNGEDOSApUqCSV+PTcIYGNxkZaVI6qGUbY0NI8SMlAJyH9GcBswOCLMnrFLfHvG0B54cgpdLYRYBgBn59EzKChc3MM6p1F+Z6ywsuYXmMVovWRhRKLnUGIgxuV4NMwvKLWHcRmEEclMTtzBIq4y4BNpTYVBjz9I6Y2RxJ+2zSoWTgGsv8ejUOWxF3neBEAgB3ETw9gzcxomkEMzgJhRzFpsjREKOoWSOhVVmiFyRAei4aMwTMEz9KGyR+bqMGZTEcZgjIUYCnxPGeUTuVNbIxrDVOSYG4jKXpJW1Ts+YT1an36eZ9ow7c4ConPvx7hug+w3ah9dx9dEN5OY6Fs8F9Hsk5j4m/TWgk4GwNIZ3hWlxv4s8XVnjyAVNjWMsBkohMJrmcpspTZ1tsMJMAZQIYUGYPSY053odj4zmHJgdZcyf9IgHZ6DTc1m4aBq0zJhtRSz3WvRXqDg8l5rHjMl9ZcOwfU7G4pg6D1BKvaSxeHapEkBB3YHt89q+hrWVEIAi1e7PW1DgIv8MMWvLKJUMUe3/nFLAOAbwMgqz7Hr/EvNTW2CNM+e+DSg1STh46Sbu/5cfqK2itma4/8PvA38ZuPJI5MK0SAj9iHG2xmAIwDhr0V+J6HcDhl1CmgHoThCvSH9jjiys5DLW9i1+zgnIjdz72FYVSNLnlFswmgBWdr+vbm+V1bZTpq9P5N62XWNa9XOrMmGo1PtCuylML13Yfvz3A5e+yKSLpVAFB/S+fbczqha/+HP/EL/3f/9vAIDZOkOrTbzr48//jbjPPoc/e8YjeXfGJz7xCfzyL//yhdeNTfM9N30Q0cTR15hAL/dd7bvqDY+MRZ3NZpOepMaM2na83HZ7e3ti5mSRcy77WWVF/T6906531PVOxp49XT22VYMhk9v2fV/2OZvNimPxc889VyTJ165dw9WrVwGIxHld39MQQjn+GGP5vI379PS0yIq9u3LOecJirztfq695JtWOL6U0kTbbd4x9fzvEpQCqQTOZgCoBnsUROVAxTRJXYGnHkjKhJcaQpOCTmRACl5pJQJLFPATwEBAXhOYU6E4Y3eNzhKMz4OwcPPQVpCr7x8MInnVoFoyxVyfLgCpvhJjsBKiDpTKplUlgWGecClwN4JImfMLyZNfDU3pOck34LEEzk1/N0KRGlmEyWhqUwZm1oDaCxoxskmRmYa+MYWEWFtSGutUh7XQYdxr0e7GwT6ttIYwpNiYTcGBC+xra72SLCplBYyPGMEPWinxcewAAIABJREFUv9XZRFldDmFS9kYMcBKGPCQGBohDc4PSAsMzI1bfa/u3n8UxFEAYB+R2jdPx0SkKMiQCNQ1oNgM4gw6OsffNOZrlHOfXA07vSOuaujqB2jPSwA25wWVFRAaAPN2nkceAGDPiSq3qZQ0CpuANehpjRQw0EtpToDtkRG2R0p5mdIcDmv0z0PEpuO+BrLZYjZhocdSFIJ6C1CqPX7negAqC3P3CRI5+VTBq/UmJrLyzvh9QFkFyI4scPMvCpNp5U8DCvUqfzWCHgfJPt6GgLL9TIlBP6M6kLj6eA+2J1lenp5sTNYteJ1Vlv3qsj37ovWtbRT1+5Q6uvvlY/mFTmfBTexsPA8LAaM9k7GEAaEsWykSGS1KTfa5zElGuZw8s5bwBCSwtvoBqImcA03C2Z1dXzlltO1Vr/ks4FnWy+ABMFyLMoIsB61XMhHKPElB8C+Q6oQJGfW/VScmI1aq6hY4i2ReHrwtz+26L9Opr+D/PpFn939+53LVNm/jBxs/9yq8AAJ775AagPss4OTkpdYdd1xUAYyDFtyhZrXlcbZ8CTCWzHmR6WbGvtfQSVg9qvfuwba/v+wkgNdB2cnKCg4OD8rs5/a5Kk22fvqZ0VRK7rqbTwgM5v/0YYxmjb2tj4wBEwuxdj03anFIq2+m6roB277Dst+2lvx5grs7b6hh92xy/z1UA64H6H/7hHwKo0t+3Q1wSoCqS33mUeq8+NwWwJiZpWWNZT8hgjsgQd2DEetHGxm4YxjgGZI6gRcD8IbBzL2H73hLh8FR6BC578GIpjKLVgXEWsDuOiEuVDnaaF2kiZuxpWdEPJN8xJsGcNywK4+fA5iCMhLXEYBZARmPZyCR58kCYPNBsg4DSMSNQRmoahDEjzZvCKJbE3rMaAchNQH9FDYxaQu6A1NIUCBDUVbgevze0EbAWnPOnOPGGJKwvjQClgNhn7YGaEYjK5ycsB0FYXK1NLDI9AlIX6pxme40QBwdEVmtINWm++vAB9m+/NJH/0jDiuf/n8/qHUGucErBcymLFskd7r0PoE7rDGfqrMwxEyC1XmSlkAaIsNCTbFmqdm5tHf5zCyLEqADJCAIYhXGrpL4UM6zdJTQaFjJyiLAaNhHgsqoWtRxmzg4T2qEc8WiKcLYDzBbjvtWZQzzFzUSiIkZgDOwpafZ1kkdqjXtcexIbRnQ8CWP9tNBdgNgm3mpnlRns16xMwjIR4BsSzCFAs37GLNCRoKxsqrG/oVY6/lHs6LqXFVXPOiIuE5jwV911AgDkANDfewMNXVty3U8LNr74uCoMhyQKTLjaNW+sdesd5h7AYVU0gdOLNr7yO+//Fxd7GN1+7i9nBgLQV0Z6SmjABe6/Xllm5JeQoi3NpBuQ2IHXqhuyAIhvGDrVun4PO0YBSswqgKE4mtaorgPaCmtZ/1r+mzwjW/Y5zB6iBIhe/8F39eyIIcAtetn3SkhEKCmh14UH+AVDztEtseLaJTWxiE5vYxDstLgVQbUJFUV1MaEJGnxpkiJlSG1MxXBpyxNIAbGCkLPJQIsa8HdGPDfoxYnEyA+23mD8IuPGlJdonC4TjM0maUxbWIgSR2jWNABQmhK0OtLU1YXSCJV9s0kB5vWCnVthQSvo5VHdaAIWh4Ag0S60pI0l64pIw7pAkhF1NnqS1jPzMDUqPx9wSwpKL6VDeCuDQIDfimOslhlQXZEoCn7qAHCsbWVhdA+HGehhDaWylbdNY4ihgEfCMh4KIXM2hKDGaZahy5aFRRhg6ZwY0CbmzImNGbgNySy7xpDr3rIwrUNyAC7Ob7TPy/vbpMfLjN3F87RZy06I5W+DmH30ee1/8ep0cbcnD4yg1vf2AsLuDcNqiaQK2H7Q4o4D+CiF3NekOI4GtRYoxbQBoCPI5YgFbTRb5oGNjmAmxSQWccqYCwi5jhFBbwIAZnAPySOBlQDgP0sP3GJgdJMweLxBOl6CzBTCMAlL7QSS/We+7GBGeBMQXdqt0lO2agcq4qQJLVHBjNY0hocp5VcnApUZZr83A4ARkUws4JtWub3MxnhhyJQEuNp6gEt4wmKkZo1kAzUJY44kUf5mkdlxr3Ym5yOpBhGunj0B9wuNX7pSa01tf+iaufusBkBLo9FwM0LRsoDk9x7i7rlXUEhh0tbiR7V95sA/8NeHRh16u9ayvfktqXwHEkwA0dXGp9GJVs6c0jxi3AxZXRfJPmZCTqiz0Plejazk2L88uLCkUrKraZJUxtVPkX7NzofsoP+N0UYu4srxBFRcIVh8+XbRiG2fZnl9lQgGdlb3l8vmJfByAOUuvKiPerfGbH/4QAOD/+uwcn7jzH57xaDZxGeILyyW2P/1VANWQfRPPLn77t38bAPDxj3+8ONMa++aZ0Kexq14GPI7jhFH1vUvNQMkbLvV9P3G1tf3az5OTk8JEHh0dFXOk5XI5ccg1Ga4foxkvAcIU+m37Xqe2/1UG1o/dxud7kfr3PSvrHYBtXA8fPizf8wzs7u5umfPt7e3iauwZVWNZvZmTjREQJtpLrz0zbduQ1nx84bue3fbnuu/7Yj71dopLAVS7MCISw3xFMwhdSKVmdTG2CCEjc8CQxXEzKOMaQzVaAoSt6ocG89dm2LrP2H6UEM9GhNMFcHAkIDUlSZ7HUVqomOkQAAwD0DSlrydZMhyUzVHmsDACJjVjqSG1np3G2hiAMpaQIJ+1n5bIlSQcNXFi0uTIM5jKEOUAoHEMLNUcipjVXXbKjnKg2iIHchwBYpJjybuNI7h/aewY6gsyDmNSrGa3vqf7iEAIkuiaI2huAESq4GK0+UGZc7DU7xbjKgWlYUQBuCBo7V89RktoydhZAgiM7ZMjbJ8coT3L2Pmr+0hv3q/jdfJfHzwMoPMlQhsx35/pfAUsr1PpvWjgv37JzoWCUoIwM8GdRztXxAJO7RQGVnOlyxlWQ0ukRkEjwDmCFhHdYcDWA8b2g4z5myfion2+BC8W4jqdpnXKyBmcEjhvIfQJoUcF+4DWAduiBwBVjMPkwU4iX3ADGQuviyneWYkJAdpHF2pg1glraNevMH/68Hffp1GUD81CxiEGUeJQHXuROLcnI0KfEfokNdhDmvQtRc4gdRSXHTCuH5zi+qt3YSUHtByAYQCnjHx2hny+ADiDYsTNP/5/cf+/+6kLraJuff6LoOPTYmRGgYAQcP3wFNe//O3yWY6iSCAbk84XAPCsk5KEEJDnDcLQAtyga2TxbLTnk0q0OaqIxSkGyrMi12egl22X8+TOWV1gqNtit83y2MuYlAfYM8zKE0ov6zV1qRfAptu3V62UZ649J6leX+uY2U3U+JP//W8B/3wDVDcB/E+v/NcA9p/1MDaxEl/84hfx0z/90wAwkdsaCPJAx9cweimp/1wIoQCrnZ2d4sbbNM2kVY39zsxFLmvgdBiG8trx8XGR+/rfz87OJlLedbJeZi5jSSlNtm+g1YNvLxU2wBtjLKDVH5uXA9t7th8LIirf9UD12rVrBSjv7e2VsWxtbU1qalePB8AEbK+ruc05TwDpupY0q8DX/v6d3/kdvB3jUgDVmWY6BkwDGG1ICEqP5ChsqulX25gw5iDtXvS/NiYsRnHm7BcNrjwBZoeM5jQhHi9B/QCmAPBYVyFU8ln062YbPI7KBkhmLsxCHW8YPZNQjZTEQMnJwwhK4bgknAU8SdsVTZAHLjVj9r3cyeEay5OjMAAcldlKxhjVcdUEjAqo9QCuyHYzCpAqDFX2rMVTwICOzUvojOX0IAz1VIm7cUuIEJAaFWRaza+4a+pNp/PNhSE1Kq1MnQw52jyvAGhDUjp+DoRxO2Cckba/IZFUpjXrvRO5dkI+PEYYRwRmtFe3ZC4BDHsih5y4i+okFdmpgXebuKSOuUSgKJm11V6X+k5gUmN92WJ71ot6gQmLvpWeqklB3Lk4UzeLjHB0Bj4+QV72ZZ55GAUMpaQrPnpxZEYYM2LPjhnXHdo5Nwbd7jlz116ZKn/tynmobFmpIdb3OGormhmQO572Z1UmFajtdaIyp6auiEtGs2TERRaAukwCUocEWgzqZp2AXldAU1Kw7q47dcy2eu3sGGceR5ADpVe+KqDz0X/749Iq6vgMNz/9n3Dl1W8hm3u3/aMaCAixzjcgcx7keps4dBdXbv2qGTmx3DthHqRV00i1ZY/1bCVMAR/Z+akAtRhi2fMEqCUErsUUax9mYrc9oIDPAmpXFnsmf7OdbJ6+ZpeT3n+FWbV71z/P/D3tAHSpzXZf28QmNrGJTWxiE9//uBRANV+wZBSwallBQ2IQlJkwi2N5P6MC1S4kPFlu4+jRDro3W+y+mTB/3COe9KB+0NYtYpY0ASUpSY6TubauUEY1N1KvRYEmxkHsV/OJcL6zh9O9W8ixQRgHXHnyEDuu4JqYqxlQrkmamaswCcNT+q+S1L9ZS50waKKeuDAKcP0gOWoyp9/PjbSNMPfh3ADGgtYWKjWJB6H0ZLUxCntZJcblXEWoxNKA7so2PWgFlCmVbaSWEAcqAD+MDAzyRTNBKuA4QSeJiuzahwCbldcCldpckw0W8GpJaBNBXSc1qW9hs8spIZ+eI1BAGK6DUoO4ZMSFni/iwpAb4DRpuBgs6fwQg7oE0r9jzKDAxaGaiEv7JV5zH1yWaGNCDIR+jDg/moNOImYHAfNHhJ17GVsPerQHiwLOiMyAxsB6UiCuTnttAwStr7Y+lsn9p8yol40WhYEPvUYL1rAFEmdgxkC9NlGv+fJ5vRfkHtPrc9R7oldgeo4qXx+BuMiIS2FRw3KU3qcGDIOzp865glTXJqpcf3ZAzNXYzdeXkrCdV197HVe//saF88LjCDZnQL8IYO2k3MorDNC2DahtUVhY3R8PskAXAbQxIKQIygGUZbEnM7QOWBeDVoEdoyy+FbWILiZ52TYIhR2XQ+dyXor8fWUhqDyTtMUWBwCNPvu8qZKtXdn43LUjG9IX8nT7dUIhC42EyqzawmBAValsAgDw0m98Gh8dfw0A8J/+xSee8Wg28SzilT8UA6WP4LPPeCSbWBdf+tKXChv5Uz8l/W2ZeeJ6u67nJwCs6y/qZaVd1xXm0UtlvWPuyclJkfaarPf8/LzIZ4+Pjwu7eHp6OnG69cZCxtB6ptezi/a3hZe+2hg9u2gxjmPZ/6qM1psjWXjp82w2K9/puq587uDgoBz/YrEoLOne3l6RAds4fJ9Tvy9vrOT72/pzF2MsvzdNs5Y5DiHgL//yL/F2jksBVK2PakMJ44rlbABjK6p7GAcEYmFT3c+zscMyNTj+5lXsfTNg7/WMnW+eIJwok3p0LAAVEKlv0yB0rbIXSeSJZr8dAvjs7EI9nCXO4vRbWYLz+R6Or94uZj257XBw60WAgd2jQ5Aqisnp2SgBiIyQJJFsFhDzF5W55QhgqIkXYICPJr0HhVni4pbKAcgqeR1nVL+jQNb6DNpnSz2nMaqBRLqnrFWV4lWpczNUwG7g10CASH5lv+NMGbIszFUxxO2VqRqBEAmk5QYTCW+uCa4YT0EZaK6A1iXIk1pXDuAIDFsBHAmpE2AfQCoHpu8IUn1w3yM+OsYsM2LfAUTodwj9NcL5LS6sD9W1COf6y0Dk6pIbxDSMEk0IGyKe/H0ZI5L0Ch1SRHu/xfwhYeshY74/oj0Z0Zz0wqaeqhQ1UGHqKAYgNAWoERFoPgNtzZG7KGoBA6jZXV9AcZTlLAskRZ3A0HpwB4btlJZrExPmu/TrRP1blAkXGTaCG4+qHuLgTMLserV6npyFrXevoRGNPgW9qZ1cidS8TV8QJ+SUdGFmWnciJyDKPAIoyg8AlFK5nkUd0sj2TQ6cUlGQkC7KkTYSt88AKPcGAGDMiAtZ0KMU5dh7wjgPCCMhtbYIo8P3DKvOf0i40LZrIjv2LCbq90jZXFNqFKY8Ac15RrMgDForzJEu1hxDF4ywJtzCnD/XF+pOV66jahzg3ttEiTu//UX55V8823Fs4tnER/7ZBqBe9vjGN74BAPjZn/1ZAAKGTPqa9N8IQIDeOkAEVEnqMAzl82dnZ2slsbat1e0YIPTgze/Ty2fHcZy4C9vr6+TI67bjpbIewNl4/SKu344H8Ov2k1KabGPdtv2xrnMU9tv33/H1qr7OdhzHicR33f59HfE4jhM58+c//3m8neNSANUrzXlx/h1cX8LMhJEjBgWvUbOEJmRhXIOwsedji8en25jtB3SHjPYkCXCJodbGQVgyJAGmyAlQSSKrw2aRATcNmoW4nI6d9VKVmsww8ARAnl55voDUEiHg+Llb2Dk5Kg6ZloD5ZEyMjGhtkjeRMjojEwGWVEyWBABasokKSt3n04wqUDWyh4HmnEvCD0ZNxK3GTLfpo0qduTjccJCaUiHQ5O9IXIG1zZcDtMT6cLB9lUUBVua3HlOV/hIQeAJkfaJb2us0VBxMbU4yFCvMWlDTyMJEkQqvyT5ZtdDMoPMl4mkHbgKa84hxFtXl133c5IGBwa0AVERWqa89yEjPlzhWk6tJDSZ1vqRx2rfY399FvDfDzf9P+hF3hz3C+SCS1/NlNSoz1YKtdmYuYAxAbb3UNkhbol6IPQrYKIsfcI6xpPJ3Imlp4mX3XK8HL9EvbFtxABbA1ZwzxjmJ4/W8LuYAmICR4ujsgFcYuLj+yj4IHAPydlevpcRAmKl0P9W+qOzmIecpcAtBDJFa/c9MjqDAXaXu1peYkm5jTHIZMiOkPL2WTd5r+865nAP5Xb6PyCDIfuHa4NgCUOhlRavhjDASQmf145X9tN7Qtpg0cfUudcP1b3k+6YKNPgPK84m5MKuUge6UMXsyYP7GMejoFLw9R7q2jUcf20V/rdbOyjm7+FzwMuHCurpzK6oQ972ysKHXoet/vIlNbGITm9jEJn5wcSmAakLAMkUEEsOkQBm99o0IYMyCyn05iAyYCcvcIGfC48UO3ty/guWTLVy/x5gfiiSPznvQYimJWIhARyC0QD+IkctC5QWjT9wYzAl8copxJq6zIBQZII21558lZDmun8LUtLUuy75TwJvVSjmAGajKEB24K7JGS8IdAAWUQdUo0kZz9QVqggbBXkWaB0wkjs2Sa0LJNVks7sX2miajJVlXkFAApoKDMAI5inPryMpqDjWBLbWtWDkuuOSc3fv2u7GqVFmt2v5C9lfq5YiVVbJ9ELhrQPMZcHZWk/inBGcG5QxeLkFHAc2Y0F+XVUgagbjUWuDISNpvV8arbsBJpciRhQRTkAoiJFAd49sgDg53EB502LpPmB2MaI8GxOMlsOxBgzglF0MyoLj7yuVndroZhQ2MEehacaFuMHWe9vXgg7/OUCXBRemAKbhVoAOgGpjZ9a7/K4ydSfh1saZ8llFbQtkikgOAsnBV/+ZGbOCKRJ4I3FC9VxQACdC0+0zHSHKNcBswziNyR0iz4BZ07Ni5yPNtkciA5FS+rK+lXJ9TQyrAlkYFt2qsxDGsvw+4AuOAAMoZlEkNp6T/bY72YEHZl020n8u6TYf3AiBPGBJjOALOdvdwuve8lFDkEVunD7FzfITuKGF27xR4uI+8WICGAZEIcbkr7HYzfZ7YftjGYi/bOTegSmvazdiHy3NWF9OyHmh462fGuzHSvhjo/NC//VUAwJf/6W8+y+Fs4gcYv/CL/xjAXz/rYWziO4TJUD/zmc8AAD72sY9NJKYmq/WM32oYu9c0TTE86rpurWPu07blmVv7PcZY2F1mnrjhrmM1fe9Qz6I2TVO+u7u7O3Epts94Ca1nK9c56noW0+/HmxwZK2zh5byeabbxnp2dleOwsXZdVz67yv76+Vx1Z/b7s+O0bftet7/7u7+Lt3tcCqC6HXqEyBg4lv6pY04IJK8BQERGg4Dz1GLkBltxwMPzXdw/3EP/YBs734648q0B3UGPeDaIQ2YgcdM0UxNmoGtBKQKcxVnT909VKV6YNRjnF+s5EQnjFpdatnZkxHFAai/2OYzDgNBrIufu16itWVBkuVJjG0YGq/upbx9T6khVOVgYUx3XJByT4PuKelY09BBGKgHdCTuWobamAQFBgWsYcun/KO8p+DYQrkk7WyKHCgQihHGKPRUwXiTCCmbLvnPdtxwKgQq1hcqejbmyaWMGIiHHgLQVCrNrSr2QgAxG49yCuWsQtrZA3anU9j0FrFKMUqfaDwhn50DKoHHE9tcI8wdzDHsd9rnD8jph+RwjbTk0RAC6rHWpnuGC1KGWeVbmiDBhVy9lPJph60HA9r2M2ZMlwkkvIHU5yKLP0AvrFwPQNBOjIFIzIZPXE5Hcd/0gvXUN35KBvXpdcsCEwTzfulLrwdOIK48fYPvkaMrg5XrvmGwfqIsgBfSqt1OVgOow/CKR7psjIdt3kqtPjoRhT+o9PVAq20r1vlolzIWNlWs2tSJTl7ZPDkSXRaIqmfd1nxdN3bi096n9XrMCfAHKNCTQkEWubPInNVECyyxxYpCx/trv1noFx2VFgb6u3KIaU1XG2y80eZM3kEiXzrb3cHz1xVpCEVuc7t1Gd5Jx9cl9hMcHyFrnJL28shpa1TFwI8Cfgtz3FC6eV1NbC5A1JtWuC3IIt35PWkzJgCk+PZF7t8f7f/3PAAC//4928fd3Tp7xaDbx/Yyf/Yt/AADY/cIGpL6d4ktf+hIA4MMf/nBx6/VtaIAKfsZxnPzuW7V4ialJXEMIEwDl60stvEOuAbKmaQpQvXLlykTiuw40+jF61935fI7t7e2yfdvmqrTXQKmXHvuxesmyB/Ae2Np3F4vFxD153TZXgfDqOHZ2dibz7+fWwoNjH6syYPt9Npvh298WE0arD347x6UAqibzbSlhyQ0yS//UzIRZGBEV6SUE/VzGwAEPT3dw/mgb229E7H0rY+vuibSGUGdXGkZg2QPLZan9AiAGJCYDVoaHAomTKSB1rCTJYm41aezMAVQSaUuMdw8e4vC5mmABAOWMqw8fVHda/WwYch1HoGpu5A1/bE7UOMmY0CJjXAn2QMvJfgsbA0iipUltSFJjF9W9dMJcWoILTW5LDSs7l9KagBrzW+WBchyWgDMBuQ0Czmk6Zm5QEnpeOfbCErkEWCTSjJOr13Dw4gtIbYvYD7h+9x52Dw4LSJX2O2IgVaSTDiyUxDzG1fx6Oq/jqEArIy+WMoV9jzDrQG1E7KKA/hECjDql5DJK4svZ0Iw/OC79GO16myTHlzTm9wNmjxmzo4ywGFXSmqfSepW9EjEQW2FN1fyGyH3W7pUQkJVRndQFOgBmIJYYWKzWgzet1IMD2Dk+qsypqgEKSHXAw+4BHgnNgpEHSG9ik83H+jm4a7A4OkcpN6AY3HtyPRdG1e6nzKBYAazdMyCVp9t7JG66do/7WtqJw7ZK2EmdxCnrAocCWfm8XXMo7sjNohqY0cgIY0QYM5AYcSlOw5g0htY5HDMCM7hhcJJj5lFXDzjUhQTY4lPdt8Uq+2znB7pAwzpPJ9fXlFBQwPGN53H74VeQD4+Q+0HMn87OEeZzdEdJyx8Iwy4hNZCxumegV6IoLoYZyBP5c2arGvVaKYZoZTjTvzexiU1sYhOb2MT3Ny4FUG0pIZMAVQCFVR2koWIBqJkJW3HAMjc4H1ocHm2jexyx9ZCxfX8AWBgzMCMcidMvD06S6N001UhEVlqiskEAjwNoe0t6LKqRS5H+aiJcjD4isHV+DDwCTq7fQmpaxGHA1fv3sXNyLHWbGaU/LEcqoImt/gso9aaWBRG5BNB8WJr6t4W43KK0sGHCRTDLArBNKhh6kfl6UErF+IQLWxSHLHLISCoj1GNoQmVfIpXt1no76O8BCFQAd5U3CzgmVUxwJHXJrTLJMPqE2Y6DcXr1Kp68fEfkigDSrMPj970MBMJ8eVyS8wwtMA9cpc4KgNK8Qbi6CxoGkf8+LVaYVk5JalvPFwhE4BjRLOZIJ4RuRjjfDdMkNrvtZBnLhbo5rHvtcsbWQ8bWfkZ7Mkqv0EUvtahZF1+aBhQZGGTllXq1qvbGQGraQK41ShhlDsz1WoImrKHJSk/3bq2tBz967vnCqto1ZL2MdXMlREJL4l5LUldd3LLh9meO24mLLNiuY0R2zlmY1mu6sM8XRldNwThA2NOVOs9V8yfYeLzM3rGTRSpvJL19X7+XSt1mqItUSevscyjtoGjMCMEB1aT3NjC9D1R2L+esHpMtNrFreSVz7aTKcKBQB1jGHuipJRTjrEV+8AhZHSI5B6DvwUfH2Lp7gjDuAGhkkaqB9JaOXGryL5yTKAB0IvldUT2UX7NcJ5PtXPIFpcsQv/nhD+EnvvUpAMDLze4zHs0mvtfxa3d/Crt/72vPehib+BvEH/zBH+DjH/84gKlMdLlcTmS13nBonTPtYrGYyFON0WuapmzH92y1bXiH4NU+rp4t9VJaH951d93+vZmSHYvta51s1rO7TzM/8sfje516g6h1hk/+u95h2Rhfmw973173cmMvWX5af1d/fu7du4c//uM/xjslLgVQjZQRIYBuO/TIoCL5bSkVANuGEVfjOd7sr+He4grwcKY1c0lknbNWZG396NibCJrNANY2EcNQkl0xUap1c6wMK7MAOgOkdvqZxPSmONhGycrmy2Ns3z12YA+gkdEMXL4HQJI+JWJKjSUBACGAK9bLKL0/Wb8DxlQOCP2+ylo5KCBVtsazGEUiONZ+kEUq6IxpTCIoJjCyExpdoq0uot7cpYTtLwAIAdwnqd0zp13XNsai1OqacRJVxsObKRmQ2H/xhQJSyzZiwP5LL+DFrx+X+bTKyNI3EXVe0jwibneI81ndyDpDJZ4mrzyMwsAzA8slYj/gWgDGKzOc32zBscHyRgLP9OQkqq0smnxh0wQIsHNDuMwxP8joDkY0J7og1MRak+gfylprzczAMHVXNmMlZpECx8xInfalNQmpmX2ZIsCdhqeBGf+6LdqsGurIfSytgKzXcRxYJbUCRshOuSURAAAgAElEQVSko74O1rkRyz2v/2g7BvjC4tAKQGZfKOlZPLh7y2qWeeVSnIB1++muG12EMTWBUze7YxfZsBGnoZVjLu12ApCiWxxopvcC28ICVaWEjV3ks+4+W72NQj3ecm7s9pTiYoT09BKK5uRcSjTKBjM4Afl8gfjoEDMi5HZH3L21nRivmwcbX4acc7tkbXyeTS3HrSBVVzFkWXEj/f1u4n/4mX8EAPjkn3/yGY9kE9+rKHLfDUh9R8QnPyn35i/90i9ddJnHtLbTS3m9lHYcx1KvmnMugMtLVddJX2OMpUYzmYmphu2nbdvyu6/jbJpmLcgEKuj1taOrLsHrALKvl/U1rx4E27HNZrMCPJfLZXm967qyX1+X6p15bS5X58I79Prjsv2HECbb88fgj+/+/fsAgD//8z/HOykuBVCdBdWBa8YXIQA1cUB0zip7YYEr4Rx3cR37i23MHwTsvJmw9XBAczrUDG+VddEgIrBbuZCdRXEnHUdJrAFQCMKoOobDTDjEpEhNlcbKGljtmGcqAQDM0lYDdXulnQwZ6FSp68hFFhsaS+64yPp8+FpP327GvuONSyzhjgOjWTid/6DgVOs9PbHAgQpjWlxbGSIZtPkcs5oXufEpLcXqHkqZqzkUpsxTAakqK54QG/Z5nUNkRuraC/MAAKm9+DrpOHJHVXLJIkXOTUBojaL+LigSLWzjHIRFjBEYR4TFiDBv0ZwzmjNg3A4YGxaA2jh2ianWqxKKgVLBxwxhXC9xbN1bIp4PoGUqoGXiKmsRpcGvtUKBW8mEtVKB1IFzE1FNa+r1a+y3r2sURnBEbi6e6zjqP4JUa7vLIo8tCHG99sp9Z2xq0MUDvWZoZf+AA6NkLaKck60DaUUOq983J+rSaoXcPeCBtG2HhYieSPc9OF13meh2zC18YiwEeXaRLogRAznpZ6PVvYZp7TdX0ye4ObNzgRCKu3Y5Psfk2uel9AGlL64pVC4EA7v7D3F4c6WEIiXc/JP/KANeVTiMA/LBIUITMZsLo8pB3JIHXUBkQIGmzTuKyp7ddVdA6soCw7o53sQmNrGJTWxiEz+4uBRA1Zx+W0pIIGQOSJppDRwLq5oQ8JfnL+MvD1/CV9+8hduvZex++xxhoSsNRFKjqo6jaCCtaIxNTS7hsT6DbnWImkbkndf2BOAwJm1IvIzUg83cVgluMMlg7xK9pziGEmTVnoLUqwmLJKxP7I3FnM5VkdDaoSQDgy4JT9N9mYNpGFnHJe+HPiMMClRTrnWoABCDGKoYy5L0c4PpjLmwExzChOVhBsJQ55ojgTOVmtsyF2aqY1+y8Yc6ZwRIXV3KaJYDxvl646oqIaznBdDjHhQgJqA9GQVwZQbNZrVNzWr4xNjqmFVyURY5xoSwGNCeBnQHEeNcHVtjugh0tF6VQm29Aa49Vi87UdOc6DwFgE6X4vK7WIjUd1Van1IFqGnlwGwuuw7jc7s4fy5i3KrsuZmG5UDSFmQBxF7O496TBzi6+SJ4pR587/FD+P6rphRQ2q6AV/lC/VkWjhxALqedUYCMZ/irOZD+XaTGa4AoMKkt922jPBPrASlYpPnWM9arHwRU1Xuj1ISiXuM50mSbq8CV9RTkloopHEcguJpbkdDXMgAAqo6Q93J3EaCW4/WA1dUHM4k5mi341fMnd8Pu0RFAwPF1cf2N/YBbf/1N7P21sjdFbuLmdhyRHz1BPD3D3v1dbN/YxfLmFp78cIfhCiF1UyMrMVki6Vs8KQ+ntYtFBP23gQAyVcQGsH5XMb5+FwDw8y99DN/4Vz8NYOMG/HaOj/7Gr+H2v/70sx7GJr6HYezf7/3e7+EDH/gAAOBHfuRHyvvjOBYWL8ZYJKerjKY381ntpWrvezkrIOykZwg94+p7p3p21b/u978qhQWE0TRJ7qop0iqj6c2kfI9U++7qZ7wk+a1cjj2j7CXPFp6hfdp8rjOQWnUGts984QtfwN27dy/MxTshLgVQTRwwcCxy38QB8zCgpYQIYDcuMCe50L56egtfuv88mm/OMX/cF6kvd3oowygmStbLEaj1cymURBnQfJFZEmxjep67gZMPXce4LeaSIHHKJZKEGVBABAZaIAQqiXFjxI4ZthibA3lfgKluw+pVlbEMQGk1E0YW3EIASExffP0ZwNOklbRVhH5H2lQY0yvglDJrbdq0fQUgyTYlbe1iZkrDUExVYCyqJXfa6oJjFPMcTvK7jYkI1ieSY5jWpllkBW2WeJaxCCjOkQpotr6z1964h8fvf/kCULn68EFJ8m0xQeR/VeJnQCZ3AXneAHmOsLuDfMTg0bHxZYodajFGNQHUNlKvqnLEuJyDEmPvbgSlBs0iYHGDMN4wFyA9OCMfDaxmAe/BejRe4h6qgF6vozotF+VC1NY7BrZZ5fNU7imKQRaNcgYQgJRl/vZ2Me61pRbcM6uFDcxUzj1nxvbZmnrwh+r6q6ydfM8PvNY8a1vcsigUlKk0AOnNjS44v9rmHFsq23TAacLSeZBYjZLKoleqP218pH+b/DgkB1ILG1jB16pJkSxguWeF7t9aVU1Mhkjq4sctkh7R6mZcehT39fKvztw0vUzZTY+/f8viUwXaq1HY7VLjCmyfHmP75AixZ3SHI7r7x7iQ9njAmlJRN+B8gXDWoT1qMDtotWZV6ma9LJkYE4m0P4bJI8AvWNjk0cXj2MR3DnMDfuX5X8G/+jvSKuGf7D1+lkPaxHcRr48nRcJ9+/UNSH0nx9e+JguCTdPg1q1bAARIGSDKORew17ZtAU3z+bwAwmEYJi1hvNzVfn9aLag5EHuZbAihbM8Dxa7rJkDNwOz5+fmkptNA5nK5LGP3LVz8Ty8V9vW6HmD6OlI7/rZtsbe3V8Zl2/FyZ3MLXg0/txarv3uJtR2nB7U5Z3zqU58qx/xOjUsBVLPWaJrcF5QRwIVVzRzQhhFneYZRnVI5AosbDXK7jeZkQHO8RLz/BGwyXvmi/HT20SWLtSTH2J+UQFtb4Gt7GLYDhj1hA8JQbzZzJw2jrsJTbVNBxsDo2ITZ5InbsA8ykxFlYE6uXMH+y7fFzXYYcPXBA+wcH1UTHnb7KM6elsQyovV99PvIjLiUFjOkDEkwebMluZ7t1c8VkLZqh50FGAIAPIuaNOHMAHGW8akkWMxg1Lgm80S5WJLYVVMZkwFbKx/90pVHB6AMPHnPbaSuGlftHh6BAyEMufS+tTrVbIYyNmXGjhGBtrcRUgIvAvJyuQJOefo3BWFUM4P7AYgJ1DayMHK6QBi2MTtm5BYY54TxOkptcfkJ+cmZxIyHGKkPxU30UvdU9fPi3X4DATkArA9VP2fQf3gAudf0fQqNGCn1WWon9SlU7iOu13JpPSIdpbB9eoSd46PiXg1UsJOjtHkqLtt6jVv/YA5AJmlfwravXO8rME/aQgFu/cAAtAOxkz7Atj04gBqn2yrmzg6Mr8rzwygS/dJPtq4/Idd/n+rzQMG2HVBxEi9AWQbsnbbtPjADN0oAj+JQLItsNiZNLsqzwh0v6bNtzSVrpmnyWZ4sHJSSB1u8Ya2p55o4FEbcPATWBbO4t2eRmYe2E4XDkNAsGLEnjAlyzAbQbd6S7tif4wC/GlAjoNapbmITm9jEJjaxiR9oXAqgaq64szBgyA0yCFGlwCIJlox04AZfP7iB5ZMtzHpg/yMRsY+Y7TfY+3aDrXu6SktUeqeuKxJHdom2sj+8XCI+dx2L27vor6i0NpGaCbmk0JgHZ7KiniCFOcwAgpkHoSaGgEtmA6Q/aWacXL+Kx++rTGHqOuy/9BLwOoskTjdiySYxg9Q4iVdqOy3iUmvOjA21pGyF3aQ0JQuKi7AHHE4Sx1CAyizjLSxrlfpKalyBDSWIpFNr5ErybwlwJsDayawwWKvmM7sHh9g5OiwJbpEXmyRaJZJWo2hJdzl3kySUtOenY1SfZqrECWy1ciZfTQm8XIJyRnu0K2ZNXUTuCIuXCIjZuf/iYrI7QUNOEnwZI7EzzCKtJZzyXUQ0db8NYVKXaowrtQ0wnyHNqlPZZGoUZAWuEs0MApgRh+oOLd9jMa7S6yQ3eooy13pw157ImyStGnwVNj5MxzNhfKn+Pnl/Bd8Yiwq46919x8oKSn27OgyHAbX+1R0jg2q/WTtuoIB6MqdsddAWBleYaFNcUHa9XqHAXVrAykJPMjUHlW0DVvuq7PbEBRiTmMj/TepLNF2AsUUBF1l7yGY1dAoj5LnytObzq3XRmYFxBPUDqB/RLDKaU0KaE0Yi5JarKZ5dtlQXEUThUOehPKNMpZIInOSiuPT9ji9xfOSffRb/K94DAPixr7+Bj81m3+Ebm3gW8fooPXD/+/f+NwDemVLCTayPV199Fa+++ioA4Od+7ufK674vKDMXpnMYhiLr9bJZz64CU4dbYCqZpdXnuQvPYq77XEpp4sDr+5ta7u+ZRt+b1MKbE/l+rV5u7BnS+Xw+cSP2kmQbr3cAbtt2bQ9Ue827+67G00yY7DjeSc6+bxWXAqguuUEAY5maCbNqjGrbJLy6eBF/9ugVLP/0Ju58NWHn9VMwEfprncgSGcgv3UI4XYDOl8BsJmzpOMp/Gjzo73bSmcHDiLC9jQd/9w7OXiQMu4wwONmoA6Q0AR5wiZ8lgyhOkoXFTNNEzbvogoCDl25P5KwAwCHg8PYL2Ns/1M0TiDMwVFbC+nwCmviOaoSSnRkK7HM82TclLpLeYEyY1c4aEG1C/WypiwvaUibWpNUPvQBHcxFVFo0JCARGEADiE1/iKh3WOSqMkGvpI3MG2Y4m4IXlIpT2HwAqq52B2HNlsH2e2Q9Sa7mmrmL1eGSjNg/iPMr9oIBIWn3EZUZ7FpAbRvcwYrhK4HkGdVm+agyVgVa3QHDZg3IWNn1VHZC5tJ3xfVKt9lvaBBlg7cUYBw24a5HmAWnmQFHGBKCV17nOk7VrKs7OiarbsxqaTe5T2wzpWLMsPgVmlQFjstgh1z5NAaldi2v+PZ0YIzlAaj087a3J31o3HUZZIwljHTOV69q9liAMpAfnXPclr+nfSY6TVOVQWWBx102t6+taAJl8JtvnIGDVtmll1MzmTDxlWFfrcoUsrcZytQbYfcEW3gxQry4AvFXNtl9M4gTmjHx2hhBEktUe72DeyHVHiTDskPRXVVJ/IuslG289HA4sC2uRBaxGBsVNjer3Mv7l3/p7OPuZDwEA/ui3fusZj2YTPkzuuwGp7+74kz/5E+zuSnupH//xHy+AzMttfdsUX3/pgah3z10HNp/WbmW1VtTv3+S0fd8X1+Hz8/OJnNd+DyGUz6+rofX78u/3fV/G23XdpD2NAe/5fF5+97JlL5v22/1u5Lk2n09rCcTM+NM//dPvuJ13UlwKoGpy35aSAFWlDiIYszDgLHf42ulNfPvRNVx/g9EeJ8TjpUi9xozcCMsXFmr40kRp22JmSUBJbny9lLTQGMDjgHDtKvpr0t6gvK/MiiV81T12PcLwdV7G8MgKfdakk51clgU/RsL4Fm62Jp0VhqE6ksr165LXLBLfYog0OV6uAMNY3yaAtCa1pI8KLNkloxwJ3FXmsoA1BeSyzXBhSkKfYK11OAYgEI5uXcfjV+5gnLVolgNufPMN7D0+0MS83pA+kS5MkYJsA64cVx54DGG/i1GK9MgMg9TmClh259/qKNtGtvs0UyX/mmdTA4G6Fmg7UBNBQ1LnaYBSxPlxA26DdA8yFiYA1pMTViQJAEw1Eb6swQzRUrKA+zEVo7LSkgYoILW85hdgKIDaDmFvF+nGDvq9UO63Ims35ovl/oECtgraprWbvi7VLwiJvJSEp560g4HeC3LBBlA9PwrETApqvZKzgin5vltkCnUxZFIXugIevWS4SHwH+S/2XOTKJbJngHni4r22lJkxuU5lLnWHLD2pbd9hZOSozLMxrB73qeFQ0HvcA39bWLJFpiqddfObdN5Izl2pr7XjgIyNoz5XI2GcaQ9Ugpo7MdipJda2j5ocvyw25pNTBCLE82toZgGd9lZNHSFFh0jLYOtP1oUuK7UQsKog1fVAvtTy/E1sYhOb2MQm3mFxKYDqPAxlFR+oLsCzMGBOA76yfAHfOr6O4WiGrUcj5ndPQCdn4O05wlmPeL4Ex6DOtXma1ISgLWgMLLgVlSEh94PUHt66jsVNRuqMmUGR907CsyyhMjdFaujYPUDYHutravI6ypWtBICmHzDO1rjZ9kNJ7hjTxLe00KD60/ZfQKNNg9WLWc7/NKmFJYQB4BBVIg2gmSaKHIPgNQOtYxbQ6wBslVXKz6Nb1/HgI+8V5hTAOO/w8EPvBceAvScHqAdZE3//2moIQ6XMUZD2L15uaayTGclA+2XG4mSsaL9ppMZta0uY1cwAZ2Fsy85WrikAoFAZ1SUQHkWEJiJuz9GczbG8siNU1M2AYStL0h61fpfJToSMW39fV+93WSIcnVWgClTZtNUQplwBoRmWBZGfF8Oyvq/vZQFMaabyU6730oRZ9a/rwk6GrFwGdmydha2ilgWBtwjbvjp7E0/rQCcsqtXKkjtP7BZnjJWj6WsAVhQZMuZmIddu7FVx4Y7TM/+FZbUFqAnQqmMptZ8KxE3CT7kCT2mBBYTIyCMhsfRrngSt/qcbJRRpupf4Gnt64XgTu9pZt31lT+VeJaTWHRPX66A4ka8uFK3WkeviEanfAJ8vEBYjYt8gDAFxSWgW8sxMWm/q2VMPVhG5LlqQTmoivT8xAayb+JtF2t/H7JOfBQD8xP/8q/jc/7JxBL4M8Qu/+I+RX//rZz2MTVyCSCnh8FAUfX/1V3+FH/3RHy3vGVvpe6Aul8vCLjZNUxhA35vUs6d+G76PqWc1vSTWGE3fo/Ts7KyYOS2Xy4mZ0rrvArjA6vrxpZQmcl/77DAMk16nxoyO41j6wcYY31LGbPPi9+XnwX639/3r3ljpM5/5zFoJ8zs5LgVQtVrUCEagLO1pQIiq/+pzg7O+RTyOaM56WdnvWjGySVJcVJx+LeyCyRkUBAbL65qJan0hOINm2+hf2JVm8S0DoyRP3EiCEwbNT1bAaaldY2gLFi7GUOUzllA7NkSkbrXW7sa338TDV94jzKMNP2Vcf+Nekb+CTB5H0r/U8kdnWmIJ8vGNa3jy/hcxzjo0yx43X7uLvYf7mnhT2b7UGto8KdA2a2z7XQ2j4MZmfVWtJnRtD1DPsmTG41deKiDVgmPA/ntuY2//YPJZ2YcmxInFmEkj6PyFkbVFhk2qLgBoMs+rRi/KkqWZMqJDAmKQdkQplZpmeVML2VYBqsp+AYj0dxwkSQ4k5PLWHBQCaNaKkVVPiGeEcSuC5wlsFDRDQGyQVkSTzV/WGBN4qdJdBfQX6r+tLVQy++sKKHgYQV2H8MItnH/wJg4/0OH8FiHPnJusgsHS15TlHsu6KVnoYQSeMnpeWlpk4lwXbXxYOxSOBE5Url27L4ICFKt3XXXKLRJVoLZncZJ1cy2elGWSgS/UetRBGOCyIKamQ6IicHL+zJN7YiLnh+476cGG+pnJ/hsqzxxupBY0EKM5B7pyv6C0nJmEB+N+8ciANddFoQLEk7HEOrem4miDOCs34sg7cd/1uzSn5Fk7eY7UD6zckyr/Je2xGw9OBJDmGeKyQXcS0O8SltcIi5tcz1ddw9J9uvdM9ssAxYzQ8IZN3cQmNrGJTWziBxyXAqgCwqKe5RZRs87n2yM8F08wcMSXD5/H/uNdtD3h4Ufn2HrUYfv+gK3XHgHni9KrkZpYk5gojCDnLP1RrU4uBk24hTWLH/4Ajv6rmzj4UETuTL8oSQuNUwMTk4dlhoCTQRO0RlfrNYE2AGUtYQToUWGRTEZHoyRGew8PgAw8ed+LGLsWTT/g2hv3sLt/WJlR5sKUlDCWQwEoEeP4xjU8euXlAnrH+Qz3f/h9yDHgyqP9eixNqEZMbGwNFSYxaLJ89MINPPrgnQnovXL/iUiXgTLfkoyS1na5bFeT1HWMMQCRPTMQctZWNyggeOIeSyaj5gJI2QMIxzYJC15ZKUumw8CIQxaQDoCbKL/HCOpaUFbQmpKM2xsB2bGW+jzXJzYLY0hq4hWOz7D7xgzteYvZfkB6gzButRh2gfMXE7jRhDjUMXKitUn7ZQnemsm1Pep5SVmkvwZOAdQ2NPalaWIfblzHcPsazm+1GLeV/Waq9Yjl3kMBPgAqu4f697RNigNmQfi91dYt9l55vSgVdOGm2tGW+y2M5ACqGvL4xR5bjFphYSeADo4lTIw4YAKmw1jrp21scXAmXP7YHEg1wT6NUKmwfsErAWxBbNRBNAFIdbHHt20JAwNjNUvideZmBThPp9WMk4Sddu+vMuEN1Z9hus3gDJyYtFWQLWx5FvWtwhaWFkuEkxZNkGccNwDlWOTlkzD3X+Lq7mv3pr1fh3qZb9G3bTz3W3+Gn/+tjwEAPvjZOT5x5z884xG9u+LH/uyf4P3/oywWb9jUTayLhw8fFuOej33sY6V2dXWxel1LGs9M+tYzxlwGKxda+b5nH30Mw1BYVN/r1bdwyTlP+rR6BvJpxkX2Wd/6xh+LGTU1TVOY42EYcH5+fuE4fH3t6nH4GtTV11JKE1bY9vno0SN861vfKsf5botLAVRbSkggbMeltKKhhNuNPDiP8xzffngd3esdtu+LVPD8+YDUdege7yIOI7A4Acj16zQ5QqkHTQJmOUuCPQzI/YAwnyFd28bxnYizFzN4K4EWQdkWZXas1YNjEQiVTSiSW1YJY6Yq17PMRsdiDqSAsRBcHCj3Hu1LvSaA0q7FyE6r19Jt5VYNZDx7pGzS/su3p0ARAMeIJ6+8hD2VcZTIkBo+n36VfQYc3bqOhx9+7wXQy4EErDo21rfhoZRLXaqB9KfJmxuVNxc5LnS+CotaWdNSI2cMkRGUBlInLNY0eRZHVQXD1jLDailDABuLCgjoTElMkiJquyMfVq/KufzklEFRe9b2GaFnxI7RnjHCQ0mIH6PB8mZG2k01MXabvLQRAtC1shjUD+CoUl8H5G3BaBKujU3//ls4emULZy8Sxm1dDEpU3JgnktkC7nDhfZG4CyNHCcKeeWC6YvhUjYbqwsDkcrGa6GzKBzMS4sKaEpGonBW0+g14Ey9/DktfUgOlxjSOlYUs7GOyWtQV4zD3k0BFzVDuDl3AmvQqLc89HXcgUCBV5geYXJcDABMSlDpe1rWDIPXesbxcn2vA1M1a3z+9egUHt1+QFlv9gOt372HvyWEFqi0V1tbu33JsiQugt9ILAKAY5f77LsAqpwQMI7jvQSdnCMyITcC4FdUZGYhLqUnOTX22TxZCCCrTZwGr2ZIWnf8Nq/p9jdf+9gK//xVJgn9hex8zWu/fsIm/ebzyh78CQNyY332p7yb+c+MLX/gCfuInfgIAMJvNCijzEtphGAoQSylNzJWAKVD173tpcN/3EzdeA6F93xdzJC+VXX39aTLc1T6qNgb/c1348VqsGh758fteq94IahVoerfkVQfgBw8eAAC+8Y1vPHVc74a4FEB1FrSRMCVkJszDgOfjMb413sAXTt8L+to2rn0F2LnXY9wOUvO5mhN3LahtRaJqIDVp1au/+GIA2lZy0w+9Fw/+9h7OXmJwl6XNBYuZB1DliNI6AqXPIaBJTpTkz+SEVhNmTGrQNjY+vFR1Io+1z4WVz61+1xgeBXCTXpFEGGfr/2Efu3a6TU1WPTsjA6Hy88n7X1oLeh+/ckcSUHutQQWWnlCzPpKBcO3N+3j8njsX5M03vvmm1qJN9lIAPGUGtxWo5pambFCZG9soSnuaUuumyXVug5CYWXpGoomycNEwEAf7uo2g1r0lV5tZdsjlYClGqXWddeB5B57PkFsphssR6u4q4HW2H5HbABoIuWNwx+A2g2b5UifBNIx1DmJUWbi2ozHjLrjT6ByARfbb4vh9c5y9SOj3uNxXnvX2LKqxX7mRdQBK6nOj/9m9mVsqilcvhV81NJoeDHB8/Sr270z78e4cHxegUg9Il3F0QwVc+dVQUuC3wqZK/aleg85ozdjTYlRUFk+c2RpQFqfqM6MucnknbgBaDkBr7kNWkC0TF4Zc751IZUHMtyslZRhNsuxr2stYqIJtMHB65Qqe3Kn3d5p1ePy+l0EZ2D08nEqm9R4t/9mikpMS239M0+fP2gjGvOpi5DCCwwAKAc1hlAWz2CHHiGGXkGcksvugTsCuVzUyCavLUJWJLORxKXG4zKtJm9jEJjaxiU28s+JSANW9cI6MgICMK80Ce+Ecf7F8D/794x/B5776frz0HzNmT0bExYjZvWWpX6TTcwEze3sq1czKprC4+SrbUJjUFSnn0Q9fw/nzQNrO4u64CBOpr4VvmWHqQF+TFVzCTVxZFHO+LC1VXPLMecWlNE5ZQe8uGkYGU3UvZZLktsh3ldFkMGI/IK0zZhoGpE7aqEyYUBsPYQr+CU8HvbMWaR6nYFEZVc/w1vljXHm4L4zvndvF9fe5r9/F3qODwpQaOwQ9psJSjVKHbG2IqM+u7q6yMSXpDsbCVQYNQGGtaFSJoGufA1sJM2ZYV+SYWZHSyiSYzNCSeGV9KEmiHBcj0jwiJKDfDRi2gvatJLSnwPwRYesxo1kyUhdxcqfF8vrlBaql/nsVsHujMiKQrc3r3HHfg1NC3LuO85sB4xylFrXcTCtzW4yVcl0gqrJgPSdsIErPt5Hb5fvTcRaFAgHHN67i8XurPD51Hfbv3AHu3sXu4dGkvtzqEgtrynb/12vLAPQEwDIXR19fe1pk/0OusnugAjRztM4MwrS2fSIB9mCVdR+i6S1GZuUZotcpce0XCmOIvfmYmytbfIPJ6FGPzy8K2bgOXnxhzaJWwJP33MbO0eFKLfnKOScuCxBlUSkS8rwBda3Ugr9VAbf1N4awqtz3wiAHAp0FNESYZ0ZcduivtljOgTRj8SPQ45D6VI32KpUAACAASURBVK4qh7LgoM7R+ly71HXk75D4zQ9L25p/85EP4v/4o3/3jEfzzowf+re/io/8+p8962Fs4m0an/vc5wBI25af/MmfBIBJCxlvshRjLCziuv6jvt2NZyiJqLy+XC6LDHaw3B5TYyW/nZxz2deqhNf3L7Wf/nffYsbLdP0YjbklosIGhxDWtpbxDKl/3TPR3ljJjufrX/863njjjbc8D++WuBRANUN6pgbKCMgYuMGXz27jy4+eR3jYoTvo0e4vtP4zgrKCTSIgBnATUeS1LkGlrOB0UGOcoFntMIC6Dme3Aoa9DJ4JUOWOkVpGWKjhDldmx/77bkmvCx1sVpJQYMquSo0mHGui75vhCJFIaolKW5sifTUjFSZcu3cfT95zZ9IWhHLG9bv36v6NqVTgV+r1mgqmOZCC2/VuxBdMapys0r4/PReMK4/2cfXek8l5KmDUwGoQ2fF043p8etwTaacDOgLCZR6K9NpkhoDUFY8iS+YYQDOpRS3sjfbjNGdQy+opEEDhYsJcQImiBHOcZgYtE+IyIS4Dxrn1i7S5kH3EnhHPM+KCsR2B9vgSszUFUOnPrHNDVI3KRgX1tiCUkrCpbYP8/HUsbjHSTKWdYwWktZ3TCvh8yr3GpAA2u/+KIdGqDFZ+FCBGwP5La+TxIeDwhRdUquoQWDklsugURtRyAJOkK5BWqFT2H8zRN6u6wuT6NsYVyXyJFRlvNVqagslJBAh7TVTY1PIZXTwrkl9dOBNZa6ilBm7Oitu4fdZFaeHjwGVqn9Jiq2uR2xXwzHbMOmPR9iPznBnIs4C026HdmoOWyyr//S6CUwbUkVucvSNC3yAMjVx7LOeQW13ZsEaxjYBVY5SnB42J8dkmvv+RXn0NP/+S1K7e++c/g8Vzck6+/E83DsH/OfHR3/g13PntLwIA3r+/Aamb+JtH3/f41Kc+BQB44YUXCmj70Ic+NJH+Whg4KyQApIbT14X62lYPPO33cRyL6653DF51yV1XF+rdcy1Wwasdgwet6+pJ7XgMWK7Km9e5B3tnYA987Xi+/OUv4/Hjxxf2826PSwFUe24wcMROWGInLLHgFncX13B8uIX5IakBThJGgrm2yTB575iqK+2oN4U3eSEC2g7gDD49BjiD9vYw7HqWAqCeQCNNkt9JqwxUEsgADUNuuFKLBvm5TvYLqGkJLGGrrzORgFVlPyqLwsUwSZhT2Sel4iErxiPqcrt7IJLcgxe1Vkxljdunx8hdTc7NsZfBgPYmLTWvOiHXX7+Hx+97+YJc9/rde6WlRnl95eZnolpzp4l5YUYNxPvCdVJGyGSRPikPJCA+6GoUQYxfWv2ifdTNmSXRXtIIB1bkWOT6QQhACKAY6kMskPQqYRbQRWwDnJ5QA7gpiXHXmMT5lxlhkdAdkibrcp5Acl3FpcjDBRAwth4zZoeXNxFmfZAWV2h7iJsMOCU5DQpS8/kCFAjNS7ex/PALePxjcwx7We4JNY4yOShhZWFHgSpYpNOkABaudtHXFIozsJYDMIGNOVcQNemdDDkf6yK1bVnEsV2UcY0VWBbm1OhJYzeBUode2E5bZPFSX2Pz7RBWMVHKF6S9MnhbJNA58fvQuSfoIpZ32HaA1eqyV0sLvIKDbMHG5sBU3FxNzIIyjPZcapYDxvl6JUcpZyB33m2esu7FwKMf1uq/0953YDX88yLVfwM4JeD0DOGgw/zJLq7HWzg7aHB6O2BxkzBeSeLuWx6m9uytgN9Y1rUAdhOb2MQmNrGJTXzf4lIA1QhZ2d6L5zjOW/jK8gV89uvvw/zVOa58I4P6jDzX1gP7p8IsNhG84xIjZmlXYwmgubeW90X+S20D2t5Cfvl5jNtAnrEkKgRxY2VJeKU1BSP4PnqujpS5MkDZJILKCCADqYslWQ4DF/AbFxkh8VT6q0kbN5UepEHRcdJkMQZNIFWSp6ZCAEBJWm1YkrdzfISd46OybR8+zxLgjyKfXZVgXnl8AGJg/+XbxY34+uv3at/T1ciowNSOS5NyjgHcxmqIhJWE3TmyWvsdS6iFWa6uvwbcpUUNqrGSH794xhTAHAY7VnLgmEBtI2NZ9gJSgCKVhNbwUoxS1xoIiHrNmaQcqLJhC2bQeY9mOSCeNVhev4JxKyBHoDkTsBKHOt4wygUWl5c3CSa/WuhWGidGZYBKfeVv2tpFevEGDj4ww/kttzEDOZgu7kx3qEwbUzFBIgOwWnPJpThVkRMbOz7d1Gpt9lP7Fg+DqxW1F2kiaa9GRrpQQ3wBmFrLLHXgqW1l7H6w4/XXvwOh5W9btNKFj/IZmwOql3xRVeg2iOoYWOuJC2C1Fj2mrGBUwE2oPZBtu6sRZP7tHmciXL97D4/ev7KolTOuv3FfDa8E1RZHZ6CAVnNEhv4eVGkQlqPcW1or/l3rbjmDk/wEM6jrZBtEiGcjupOA8ZCQ5oQ8C8hbuZ7PAO2XyheYZJ2Q724Mm/iexu1//eny+8//+sfw+r/7MQDA33nvaxuX4DXxs3/xDwAAB6dbePkf/hUA4DY+jTVr55vYxPck7t+/X36/e/cuPvKRjwAAtre3i0uwD2MgTUYLSO5lZIFJfVfDs6UXWuStiXEcJy68q66+b8W+Wu9ULyX2TOvquCxCCGvHNgxD2c6jR4/K+L761a9+x+N4N8elAKqAgNUd6nE37eDbixvAoxlmh8DsKDsGLIupS3LMKlBamdCYpsmFJYtWRxdYWtW0LdJuJ3VKsyxJ1KgXclB5rCVUJuvTmjkDq6WOzlgbRkkyi7RM60tJQSmNKFLAC3V0LO8XBsfG7liLiZw2q37U7j+PM63HqG5rnbFM6c9qIDkSViWTxCLX9W1tZN9uzJZw6zhle06TzzJWX19HnlWtu3tqVAdlTfK1XrUccOYCZOUDdk2gusEGATzWP5MyA00Aj/rQIUJpr+LHH6MYuvAgye86V7iURJK+XMp2ulYl6QHcNQhJQeiMSlIu/TTNcIsL63ZpI4T1MlU/HzaHKSNsbYFeegGHH9zB6R1CfzOBtQ5cjMgAgIsSoBj3BJH1ApC2Ki7YATEDsfJ5njChqwBuUi/NjBvffBMPP7imb/Hde1WWbwsljvEt0n8HtAr4NIku2fusddYXGVQx96G68OWZUmbAlCOmCrGntJP/lu1C7+MQKij16yYOdBZZutbaIhqWnhqq2fU4mTu7p+DuKQe8954cgEkWtYqS48EDbJ0di2u5i4mrsTtvfgGDg8wTzWcIW3PkzE+vVV1NGrS3MWeWBUQtAUE/IIwZYclozhnNOWFcEriThTN5lmpvY1p5QD1lV5t4NmHg6zUAP4/a2gYA/uUL/x4vNxcT43d6/P7pbqnv3cXX9OcmNvFs4tVXX73w2kc/+lEAwO7ubpG7eumtl/t6GbCX+Np3Vr/rZb2+zUtKqQBOD4RXgSUgdam2/6Zpymc90LVtfqew7fvvjuNY6ns38d3HpQCq8zAgIuO1/nl8/uT9+NyD9+DKVwKufbXH7NF5YRNpOV1VX5Wv8bwrdVrUtQJqxwQMgybZkFqnnCURiwAiIzRZsFcW7Rk3jDwSQq7A0eoK2VpiAA4ICqNjytBJohy1HQKk/pKYgEwFqJZkkKgCFc+eACXxrQ6pyrREKgxlAfNZGcfMYvJiTKlPrt12J5Ld/P+3d+YxtmT3Xf/8zqmqu/Teb5l582bmzWJ77LGDLcc2ZAESUBwwJAEssJCisAUiIpCAxAgkVgECBFIigUKIlLBEiIRdLBEkYbGDjR07XmJ77PEsnuXNm5m3dr/uvn1vVZ3z449zTlXdfv0cIxL7xj4faaa7b99bt6ruvf3Ot76/3/d3QjxDcG2TIwRh4TtwstJ4m76ncOBEpIW6MX1vqe0DoJTBoveUtNbk2vTjaQYCOy6cux66EyvINFYjjS/xhN5eW/te0JQ2zJY0IHMT9sHFfuboCobgnliSbWwIboG4kI39FtYioxEUBRQFWhZBpNoQOFUeOMRBowZX9q+VWqEd2xDI1WpwclaZFEg27J04zekygmysM39gi4P7Dc2mDyLVxSuZVpHUFxhd0mGZfJexlC7+aH+/dEEmiJ9QXq+anMPTt6NIX2rvCWOgDNx8IMwtTqNU1g4PltzELqDHEi+E+V6wDj8rg7L/YThSx4nQsrBv0gvKVP5q46HaEHQk6TyLdMFOmp5DB4m4ktJ7petVZfDY/rVKSbqE547XANUEsTrcf437E1zPwR+0L8Lm9T02bu6Hi3S2r/hIr59pwueQeLjp+TRWU8iJv0cqgpYFlBViF6gzhKtFJ7hDvHrAduFzGNN/VheO4thRzgzlodKsBWdV0ziapb+P0rurw33OZDKZTCbzZWElhKpTwQr87/3X8uHLl2ie2eDiFxqqWwtk4TD1PJRm1k10bBw6KunK2eJsx7CQ9pjWhdLgwkJhu5ROrZuw4JxOcCNLcQz+0IbezTQzzxFmO0Z3RwvF2yByUoALDBbXSiwFlt5hJJZzDtY4EB20RrEL14k18RrGpkTxjOvHQoT0W985sEmUpTJDU0twK8chsGSYnruUKBwX6r4wmJiYixJ6Rgf7Jtq7ttJ6tDBBCMS+NiAuoOPCu3FoEWpsbdpWEtnR/fFVTAf2GoShanSyUr/qUJD3Sb9dwmj8Gpxx6Rfbsa+tW18LvYAm9gLH10ZiSNUw8ElNPHdt6AfUURUceZJj67uENrUGfzxH67pf+GtUPWmGakoaXdThMZNN/DgIVl+EGZJpdqOpwTaKtH3YTrdPq4o1A+fPL5esOhde31TWWlVwZpvj8yVuQhhfBF1FgrT97NRUrXDaf6lvOQQEaffZG9L1Op+4ELOUPp10xkDQbFzb6+cWE57DV6Z/Lax0xytKcByXSoi1F8Cxb/zgzA43H7ywlGq9ee1Wf4Glc2mXXd5TMfR9pvHzpOXg56XeVO0rK4zpLg519xmUDOtAkIa/cfFzdHJ/JPxvaW5xd9FucN/OFaa/6KD0F93S59mAsBxGhcZguJSs3F2gGAhDEaSwoWLBtN3f2Ts4eaEqlep3gXUe2hYzr7GloawM1VioN4R2Kvgq7oCSXvBwPGH20OpfRMrwzNvnAHzf/e9Bt4KX+DM/99NfyV36svCub3sPAO4zT36F9yST+eJ88pOfBIJbmcKG3va2t92RjAssuZ/p5/T7kw7n8HFp+6e5nsNk4uFzDp9nONM1bWOY6Dvkbs7qsDzYGMPHP/5xYLnMOfOlsxJC9WNHD/GZvQs8/5H7WXtROHPFMbo+D65baZEoMKnKcIXdGNzuGm5S4EYWNxaqvRY7a7CHi9Cr2sbh76MyjA6xFu47j04rDi5OOLhY0Kz7MKIgLUzGDqbhynp7UGLmBqkFLUCasMByo961MfQLM3GAwGI7LHqSe3RyQW4axTQl4qA69NgmiLNi5igPW+ZnK5q1MCbHFyccIkOfHKvh++I4jsGoPcXcnRgD0S/4krAT51mcGdGOTeivtfTjIjS6R5r6P8NjyllwIUNCbYsfWea7JWoFn6a6uN4tSvsnXruZt3bhsXNPebvphW4sse3F6dAh7kWqxHExdywVheBcRpdV07Gk40/uUOwdVhNeSwQkjg1RY9DKhLmqrQUbXvOuHFiioO3cxP6cirWDhbCGES6TAh1XHN+3Rr1paSaCL/vzC9ENFDC1dG2MyvL5WzkG5atiDIrvBCoQQpXUo95jtjY5vn+To3sN9bbHj2N5vY9BTLHkdKlc/eTTJZG65FbSi6E7hO3pQrab0XmazhjcX0yaMZpcuLu8HncZe3NwbpvrD/c9mu244urrLqEibCZBPOxTHfRmnxwXxeAf4e6ile33p3M/Uwl91yagy/3D0JcPpwtJqb/VCLfv2eXGwxc7Yb373JWuzH+ppD/OgO0u8gzSwbty6PRzLLlN2+gEutD3kkN87ZPYp/sQdAF23YWH8Hdfqmrw+fN3ivChcIfeTYXwuEUdWkaOF5hRiT12lEeG6kBwI0FLg7PpD3sUrJ04jT/z66DqIUN7+SW4HL5PqcEQkoM/+d4f+Qrt1a8eb/5737/UswtZoGZ+fdG2bZeW+4EPfKC7/dy5czz88MPAcopu27ZLYvK0JOGTib7DhOHEsJzYDrJFhiI4bXv4HMMe1eHonaIolkRz+v65557relAz//+shFD9z5/7OsyLY7Y/C9NrDdWtGjMLaZHSxlTf1P8mgt+ccOW3rPOXv/df8K7pq6ybMT++fy9//6d/H/f9QsX4yaNQBrw+Aedxt/bQN7+Op75nyg9/+0/ynWszXmgP+a6Pfy97L21S3ihoNzy/++s/wV+5539x1q5x3R3xY7feyk98+hsYf3QaFtfdqJh+gZwWV7ZWDh6Ct/+2J/h79/9nLnwJPTLvn8Pfef5dfP6jl7jwwSAOX/pWw3d/6y/w18995ld8/KGf80/2H+NHP/fNyEe2uPdDQdy7USh1M41fEqvGeQ4uTbjxXTN+8M0/z3s2nmHLTH7F5/kzL7+N//ipN7PzwYpzH5nz6jvWeO27P89PP/KzWLnzytZJXm4P+YEXv4Nf/ODreeQ/hD9O7XqJaXzvdrW+L1uOpMVyKD+WPj3USEg6jiK1f8Dy83aio3PZQohVGvujZfxD1gRnldYt9dd2zuFiEcrHxSDG926N+k58dfMoB0303QLd0vUMmya6ShKdxpbOLTRfaljMV4LW0Y3fGWINYKBtQ8WCtejmGsdnCpqNQVgZoJXHG8EsgCRQ7sJpInSYvt31M3bneiBIo1Mv3V2lE0XYJBQHTzZMpQ27NtgR6cRW3PSyY0jY3q0HThl5Yw03H7pvucc7XTQa9lgPLqosPT5dAynMUq+1pg11IU+pEoLl1ycdp+mPMV18uX1+h6uve7BzbdtxxbXXPghGutJoje5vt7l0kWwQvHZHz253ToWTIWdL3w/KiVP1Q3pdROPnxUQh6k5cgRiK09Nuj2FbYqQTt+J9n8p9XCOTErtQykPFjQQ3EdzGcFv9MUmcsSpf7A2byWQymUzmV52VEKqXfsLgRi3iNPQQqmKOYm9q6jOtSnQyQq3gxgXeglfDXB0T9TRqMQuw83BfIJSLOY+ZTmmtQQvl+foc18dP0CjUrUWc0G54dOzZKWdYBKeeuSq32inuuKA4Ds6gG2g6tUGnoHHUSAtuokxsw6uuZMPMMRj8iRkLpVgMBoNw4KcctyV2ERzHerPAV57GWw79nHUzZt8fh32KK6exFBRRFTmURi3em2DM1A5fWdzYUB4slySYhcM0Hjca473hmfl5FutPccvNMOkKU1w5GgwjKToR+sLRDnpsKWcKhaHZgGlR87KbccFOAWhxNOru2E8rhlddyY35WnCJyyigXR+k0zuf0YWOwVHduZbQK6aSXNEgVE3j44I/LN67cl8ZuLQDl1WRfrGZBAf0PcKFDWLDF6Q5oXgPxwVSKbpYABZTSBBkbYs2bXgjqEcm4+AsHh0z/chzTOMVQ9neRKdjmrNT9h4dd8fqrWBsCNGyC7fajmphw1iZYU9qsjyTQyiC3HuOo0e2ObxoqLc8WkXl4ZOjL6E/9cSaf2k0TTSyh7M1U9puql4IAWXLYnYJI/j0GnsdqD5SC+OSyx3eD/F9iCCtLpWlplCiziUsTfecXgztXUbetKMSP7J33J5mo4YnjBvtKnuTEAtfbp/b4eZD9y05n1tXbw4eq71ITVUAQOpZVStdMnWqWrjxyP3LI2yIwvrSBdb397v7dvsaT9fS5zWJzbS7MWyr6/PV0IucBGpqp0jnOl1KEK99eb4Sw8Y8po3vrbY9PcTsjpM6qG5QF0ORwsWlEDxn0KMZ4hyFDX3z1UjwsbS52THoKD7P8F/GWHETev9X+UOa+WLc+0Mf5Nt/6C133J4ShBP/7e3/GOArFsj0/S/9JgDe98KjS7cP03szma9Grl27xrVr1+64/dFHlz8LOzs7QHA0h2FKQ4ZhSonT0npVdWmm6d0YuqiHh4fAcoovBCc186vPSgjV8nbNS9+xzj/97n/Ia8rQZ/Ib3/enWP+lCec/dkz1/I3QcyqCuXVIOW+YXJ3wS0cP8XWjK5y1hlLCHBdfmlCCud6rShmPaDfCQrKUlqmUHFAzKltmpYaeucqxUxx1os0D63ZBOW0oj0rqdTh8qOVf/o5/xBuqGq/Kn37xXXzgidew/YmK0b6numX40L95Mx+SN8feTrCLWJ67CKLp/j/6NH/m/p/jm0aeT84u8creJvZYsAvfJdUaUdbNmEM/58f23sSP/7t3cvF/1Yyfu8Fn/8oZ3v0bPsYf3v0gu8bx2aMLLGYlGzMwxy31dsXxGcvNNxTdgn7rC47xjTDvc+PFmulPlnxY3s4f0LfHpNIQFGMXoU/25mNjvuX7PsxfPP8LnLVrXD7Ypty3jG+2yHGDXcDLsy12TYUVw38/tnzfv/9+7vlF2PrUDdrtKet/9wrfc+H/8M7JTT6xeIDLe1uMbgnFYY2vwgK5m5cag5mgdx7TgrgrBx6IWmm0C6RSSSW/QyeJrjexK2uOt0N4j0jr8ZXFLNrQZwshbTX1CmM6sSpliTofRrSkRLrFoi8DhiBc66Yf1wK9A3n7APEeO626EnGTZkimRf6Kr391VIWLRiLQtl0ITwggC2nbgkXXxjRrBjcijHtKATUSRWrq6xb6cKRBAFlyLUNPYxSFBgxxQLjSh/ykEuChs5bOYwwTCzsffzW4n6jGRO/ehYPw/kuepfZFtsvCetBHnYSrrRvcXUbeuMp0gnnJlOvEsfTzfk+UsB6c3ebaow8ulRRfe+2DILB57dZyKfKwnHg4O3boFIugCO3oLsJ6ILi7UTpDUd1tNM4VNf32JQpuabUPPTvJ0FFNu13IYFaudo515yJbC2URhayiDf0FkhP7FJ5DOgEPvstfEujnbcfjMo1im/D32cwMzsQKgELhNAc1u6pfdSQBmPhjfPOp90upwu/c/nR321QWvHPa3HXbPzsrmeno1N+lhN47CWug+/mVq6oyma8FnnnmmS/pfo8//jhAl/KbOPnzkLquTy0rNsbwxBNP/L/uaubXgJUQqsf3TKgfrNkwNWftGod+jm9MKBF0GkoyAXEed/UaZnsL25zHiGJQFtow8yPsHIqDRRAI8TGIxKvo4Y34+tHLTE3FQetpnEVqwc4MjpJb7RoAVgwH3nJlsUUzL0DBjYFSeaxcsGWmOPUY8dAYTB22bdrwHz5+FTB1GIVgG6jXha/busLj5RFW1ihNi7UeHNjjlqMLJcXWnLEJ//A16rlabzK6IZS3F7CokcJzcXSL+6xy08N+M4b9ktF+2Ac3MhxdEEbvuMmobDmuS277HexxwXjW4kYGX0ooezsY/APrg4uRFpfnqwPGEssCncHOQh9tc3ZKvaU8tH6Tqalo1PFKe4bywFDdbpDZHLanbFVzDJ4Gx812ncWiZK2mn4tKOD84uh5UICx0lxbzabEc7ucrgz8xciONMVkKI0pPEUeXDINxunAqIyfKKonKSMG5Ph04jbcYitDwi6XzR9OEZNLUK+EVjGDK0FstjWO872gmphNvaR+01DtdwVXCGpQihJPNiZ+xNvbzRSfNOfy4oJkKbqxopUihqEt1s8Q0ZoVGej2W9EUMW+pCyE6Iuq5vVYNIbUcSMp66YLLotgqIxKRw18/7XBKsfvC+i+nVpIsiyelLpcTxvzQyJZV0o7FH1As7L7/KjQcvhvEwaZe9Z/uVV/uLLNBd3AiJ3aDaBzKFXyyLu5uX7ju9pPjSfTFhdzjzdfnhXZ9pF2iUam2/yCzZOo4MGCYaD4OzRLgj9Gv4YzxPIfV64LpCVzp8txThNAtWC1ANo6PC9gWMRayDoghhZfEzunSxKH0eO2d5cN7EBME7GoWvGnqSi5mLZcYGOxf8KCQAi/UhSAlQn96rK/z5zGQymUzmq5CVEKrt1FCMFlyK4wxm6qAxMSTIoU2DxLEmZnMTqSq8hS17zJrxFFheWOzGpNzQx0pZBLG6qNGqjOVvytQsgJJGDfPjCjsz2BqcE5wamrjYmaul9gU0Jjq1gNG+TFYMh80IO4vJuBZsuBCKaaCY9wtnWyvFXGkmFoPSRNG08CXHRxWbB4CEErSyanl4dC3ug+d2O6a6rZj9WbfgLMVRiqFWqF14CcWDWTSharWC6ahmWoZF50zATQxuWlAetPgqiDNxMVG48dGpdPhphVpYjwfj0uIvCoJi1uCLEaVx3e9utuvB9Wo8Og+pZgtXsGnmjKXgwI3xjcEulsWYtLrcE0rvUHVprp5urq23ZuDeDO7ntXdF03ZOpI4up/XSH5PEkstW+vmuKcwplXuaMGpGqgqdzZYXwBFNY21iOayZTpGtTfyZTQ4urQdBaqEdJ2eYXrwlwfpFyk6+4rSuFwCFDSWQdfxcxnQ+sRY/svgyClKJB9r1Fmssb5VBHk44CSY5rdD3fmv//WkaQQ24UrpAMOPoqghsTej/heDOxaftSn9PuG/daCVHf4ErOpDdTGUNvY+dpozl24iydvs2+iLsXbgnzBGtG7ZfeZX1vf3+vQid0E35bWH/4vZk+X0BfNGS4vD+lBhUe8JBjddbTpbppvfY9pVXuPHg/ZycJbt7+ZVw7tvBxaPuDmkcVDiZS/2rJ/vBfTyI6KgP79sFpnU3pOePrR/RTRU3+HthTgjPk5zqsIbPY5f+qwrHc7RtQ3tJ01IejzD1CGkrqtslWhhaE9+rad8kauBV/nxmfs1JqcL/iN4JlaLghx979G4PwT/5TBiJl8lkfs25mwM6Gp1e1QA5iffXAyshVCfXau775xW//+/8Ecz+EXpwyOuPPgXGINMJsrmBXx+joxKZjsApbgSPjK4yFsGK4eLoFu0U6p0RkxtlGFdjLVqVMI8jUpxwpd3hevEqb6oqnvitP45BlgKBnE5w6tk2NVvlMTJyLLZK1MDkuYpv+gc/EBbBGgTpWkHoXTVw8IjjKkzAFAAAGpBJREFUj37L+3jvmU8xkruXGjgNfZ0Pj65RjVvmZ+DovhGmVdrGMpYGp55dO+JvXPh5zv+t/3PKNirutXO+6czTfPaeezi6sM7WzpTxjZZ7PqoU79vBAxu1Y72cY+YO0zhuP7rO9d8744+/6QO8d/eZuC1/aiiS01Dae379kKc2d9h/pGL7mbCodyp4FINwrrgdBYIi4xF+bFkrasYShPLZ8gBTetxIkMZhCoMf2bjQNgOhEEXbMCQpLdq1d4TUCn7oymo/UzY9putNNNyR1GpcGA0j0fFM+jKNvlka/5G2WRQDxyY5PYNzprHEUIJg4+I91GfWaNfL2AMX9rudRPGbRh1FHeQwvau2gojzg/NvwuieURXOz6IOLrIx+CJc2AljaAzaRCvRDV3w5JATXruYsCvQlwOfFG/AsNyXVNKdbuvc0uTMau+oDlzR/oCWRRdDUZQukkRxo4SdS2XyYcRSumCSUqqV9f3brO/f7vY7uIOyXAKrJ7/qkrsY3v/SiaJQOny68zncrj9FRImHboQOLKVqb9zcB4VbF+/FVSVF3bD74stsXL3Vf3aGxxd3WhA0VSnY7uYQViV9v2d3TEmkCsujvQbnOiSjnyiLTvsc32vdMVkb/iS40A2f0n278arDC1ISFKZ6Az70k4upwVpM00LdhK9AaYRqvwhjpErBFSaUAFuPWEVbkw3VzB1o2+axMJnMipPF6K9vVkKomrmjAORoHhIevSKTSRgVsjbl+JEzzM+U1JtCdaA0E2HvjZ77ylusR0FoUewc7KwN81OtQasCmTfIdMLx2YLR7hGPV69y1q6duh/JIfQoR1pw7ErUmTCeJmqXYkbvzAzFlQGdeEpxXHML7i/KuwrAdNu9xR7rkwX74/XgKNWAKEc+CEQUtsydi9S0DYdytd6kPqqYzMCNbZyBqpQHNW5cBDfHanQkhPmOMBq13GrWumO+W3Jvut1I7w6j4AvlTHlEKZaFNlxpQmO7tAqtw40slyY32DA1I5nwwuIMvrZRbPauqC8kTMvQgQaMi+/lvrfl/UriIzmRw2TjhJrYX+j1DpcqHFRcdp9MFI2P6UaEaPhebOiNk6JAnUedC3NT/WDnB2gVPlrl7ZrxlUU8NsvBa9ZpJwZX0gm0FPi00o6qcyEEyZhuBq02DVKWcN/5KFyEg/sr6i3Bl/F1aw1pRrF4CX2qbRK8BEHoZGkusaTkV0nCUzvH+WQvcvetEdRoJxB9KVGDhjJR05x027T7THfCTAbbjE43sFSaLhLCvNI+ee1LmIcjW5aTgwf7K4Nv03PFntJObDfxDSuwc/kVbly60/ncufLKUo/sSZbGE0eB2vWcxs/U5o09tq7dihdo4p196hvXbmZzEKHEJN+07fQC9Y6zxmCzO8p60zHf5UJMuqBg2hNOavzsUVjEF/3YGxNKdfu5vt2LONjoXT5L1oZec2sRG6pvxLkQ3tSEqpjyMHww/cTHaxba/71f9WbyTCaTyWS+ilgRodryyjeuMf7Bgtfv3mDuSj79Xx9j93OOjc/v40eGdiK4UlhshUWorrecMzOsBEE4Mk1Y+JcGrMFPq7DIUQVr2Hz2mPKnpnznZ9/L4kLD9MyMe7cOAHDeUFrHuy98jHetP8nFlGTrLWI9dh4WpfNznt/z7g9ytjzEIfyr576em0/tsvOEMLnu2Zu0lOLYMBanns83c/7t7bfyE//zW2L/k6JFDG9yMLphKA9g+3aYUeo2Le285Hq7CVznWGt++uAh/ub7v4P1p0I68ORdr/KHLn2IP7j5NDNV9pppcHdbZfTiHgdvPMvL3yz89t/8NJvFnOdnu/zyf3+MM592bH7+Nu2asD5esFUcA/CSm/FjN7+Bf/1fvpniMMwZdWPt1nx2IYxuwvmbnsnVurvt8nybq+6IHTPGiA/9aIWgbUt50PD5o/M8NTnH68p97q9uMVqr0WKEOIdoEK229X0ZZnKHTqwD1fQuUOoRhIGISAvk9Nh08SClnfplcdP1rCZXR8PCH2NiuWoMUEpBSGkskvcx1KVErEec6Uu6BkJfrEXKAnnlBtXNqrtAoFUJ4zCTtp2YUB47j/sYS0OXSkRXEdVwEUgVPTxCFzX12+7n2XeXPP6mF7hnfMCWe5XPXL0Xtz9BZ6EHXCug8lS7C9rW4o4L5Nhi5oLRUBJN0+ueTtAIoUT4RLpscszNMAi2E5hBvYmjG2/SzelMznyc7bsUYJRKQ+nv1wtkBv2ehJLiuI+mASQKudR3OizvHVa4Di5sJQHeO5fx+YYXaDxsXt9DPNx64F7a6Hxuv/RKcETj/WR4/Ke9bGku6PDYkmhNJb6D27pRP6TPkPZimuFFJEJv77AMOCUYDz/HSj/aa/gaJid1OJJG4kfGJxGcvppYZm66mbBibXTyQVSCc3pqCXBKU5KQ0h0fqxpbD5oWM2+pDn1wcJ1gFkK7ZminQbBS+pz4m8lkMpnMl5mVEKrN7pjDhxz/5k3/lNeVwel79PUPMrs+ZuMpYfLSEeXtEb40lPtz3LSiWZvw8+94A+/ZfILzdg2fFrwKcjBDqiKEclgLHuysZu35lnptk8N5yeJggy+cHcXFsKBOeGr7Htzak1gxjMWxXc5AYLSntBPBn2n4S+c+yjS6nC/Od/lPl7cRZ7G1x9eWdTunxOJRnmrO8l+vPM6FD8D4Rk07sTRrBtsoplbsvKFdt/hC+oX0UcHTx+eBZ5mp45NHD3D+AwVn//cVcI4n3niBL9x7jkY/T6Nw1IZ9KQ9BxyWHFyzmviN+6L73MTUVL7eHfON9f5b26QJzcEx5uM20bPjW9SdwarnmKt7/6mu48MGW6XO3w8Iv9r/JwkHs/XRrFdI4RKHaG/PS0TYlgsfj1VDMoLw1Rw8OEee5Pl+nlJZSLPtuQtNYRk1wGv3IBlHrw9iZtAA82ceWbhsujGmDWJAoONIY0zSeIwhbMHHM0XC7cmJBDsSeQYMSjSGVkPjpUmqPgq8QV3ROUxKoQSAMttUt6GP4UtuGsUqjCh2XaFVQHrbgodiwuBK8BSqDnYfxQStLGnsigrQOtRaztcn8TInZqXnNxjW+ceMpztsDfkS/lY8fP4A7KMJJrTxnz9/m59/yz9gyExba8PGF4Ydf/jY+/MuvYe25IkywsUGkSnRX4zWD4Dg7sI2iBg4fEOTxA3Y3jrh5sMbiuERnBcW+pZgJxYzQ1930o6NEoTx0XR9kGnkE0Vlv/bJYDb9YvsjhNYro3hZNidTGaexjpEscNq1fFolwZ+BX2oYMHOMlcats3Nxj4+bel/YyLb0fAY3px4Oy+O6+qZogidCUAJ5Eano/E8XrF2sRTW5rqnZIM1QjptWl418qs+72J5ZrJwGv/WPESBeCBCAS5qJSluF0OQdN2wcw3e38GAkC19pQUmyku6BZHYQ3XDnr04AB5luWW2+0tBsu/G3IZDKZTCbzZWElhKppPWc/avhdRz+IrxQ7F+75pLL20jE4RSdFHCXgkdZjFi2mhalZMBKDU8++m3YLJV3USN3Gy/iAFfyowFeWdhrChnxBKO9zEvrnWsPI9KEHM1+w10zRhaXeENwIZK/kt37iu7v7XL+8zfhKgVqlXregLRaPlSDg3jK6yp946P381J98B7OmwoiyYRweoXGWyze28FdK1l4w7DztaSaC2ZnzuukrAKxLybu2f5mn/8g5vvCduzhn+K7XfIzfvvEZNkwF1FwY74f9F3BrI6bXHO6ja7xx/08BILVw5lOGyfUWvznFl8KiLXi2Ps87Rre4VDR876Vf4Cf/3DfwytEUVYvEBkHnQ03f7Mltpq8IW8+2VPstzUZI/YUwc/U3Tp/mE7/n03zyGy5yePAY0/UF773wizxS3ASmrNs5VdXiKvCV7ZJ/1YRRGWJ0yWk5mSqaFu+pVzC5V3jFusHcxuFIjlTam2Y3Amgs2RykunbuVuvBhyCX00JkQt13Ac4HfdG2QbB2C+40ksZ0o1WwFi0L/HSElibOaA0zc9upwU8MplW8xBEdq+zYOB9ClJLQEEHXJiw2DMZ4vAprZkGtNpSKGx/DqhQpPFXRdjOKAWos87ZEGonOGl3PY3LYgH4ETXS/3UhYXGj4w6/7Jf7qubtHx//iouFKu8Nz9Vk+e3SBF492ePLyPez+zzEblxuqWwuajYrj8yWuCinYJpWftnQpwhDeG7bx0PhQvbBoEa+4cRFSo4f9nGmkTXofRyHq4/2M88sXTiJCX8UwFMcqIJY7x8OYwW3JNV4a0xPdZN+PeIL491FAbXg/dj2oNtrXabSNufMzdRqpbF862zrsRxgxFY8/RR7LwDXWcI66MDEbxKi0HpuSkYsYYtb2jmgIPAvl5J0rKtLrXRmemP78dF+Harso0LJAxyV+VISqEEOYb9wGt9nWnrFCeVCgYvFVFqqZTCaTyXy5WAmhKq2y+8QhZz9wCDf28LMZZjRCdrbwW2u4kQ2LFOcxt2fIZIT4DRq1eFWsMUxN3S1opbCwaMIiy5o4giSWa5ooXCQ4eSKEoAwPC1+w70Mp8dS0FMaBQrsmuDEUR8L8fWfD6BmF7Ta4QO1YwtqoNnxhcY4D/ww7ZsI9dsQf3HiV79n8mVOP+5cWNX/h2XfzfH0/my9Gp1WUbTvr7vPW0U1+5rHTHl8yl5aJbZCxo94s8SPL6FZLMVfu+XCNPWp6tyaGFxUzpXaWIx9S0DzwLdPn+J43XL/r6/MDD7yVf/fxtzK5VjC64bsew51YIv2m6ph/fun9cOnkI8Pvd+0hReFoxwTBFoNstAg9cCnwZXkx3Yu2brYq9Avo7vZlhyaVz/Y9jr1jC2EROhx9kmaxItKJjk6spsV+G8bNSNN2glSKIvSrpvLfpumSb8POaZg32lrEuVgW6nEx9MnWQRSZthfivlhhoQrhfHgNrnvbhvEgBRSl497qNg8UezxVn2feljHAJghaMcrWaI6J9bJOFa+GyrZgwygnX8LijMdtObCKzCz2yDC5GoRsSvRVCzJ2TO2ChTYYDGZgQaa+6neMSlx1G7t2CDvPcd0d8S/PP86PPvG72LgMUrfM7l3j6u9c8N6v/1l+0+RZPlffy/P1WT5zeIGrxxvcmK1xeDxivjemvF5R7QnlEZQHyuh2mDts6iBiO6cwjb45pSIACB84y3KZdxfkFU9zdDpDCS7Ljmza1PCihg0BR8KJ948Sy3X7zwQ+XGi5YwRUrEToxud0fa3xLm3aJ6CQ/vuUjp2eWgb7mI6t2/flyoZuH7s79BcHlpKCjel7xikIg1QtVLHHXKP1DrFv3LAceHaXROAo5BkGbqXnNv2xiINqj/B3b5X7yDOZTCaT+SpD9OQ/4F8B3vn1f01N3SLHizA+YL5A1tdCWeaoQqejcJW+tJhZjVsfcfTglJe+3TPammOMcnx9yn3/w7Dx7CFmf4bM6750bDJCpyPc+ojrXzfh+LxQ73r8WhCitGGhdfHh67zlzEucqQ75wuwMn3j1IocvbjJ+xeIrUKuY6AANk0tNC3YBh/cr48f2eXT3BpVt8SoYUdpYn1r7AhNXfl6FF/a2OXxhk41nLVvPtTQTw603CO41x1w8u8fCWZw3waES7R6bHr9oCm69vMnkcsnaS8r6lbY75mLuwoK59Z2TgVeOL0y48caC2aWGsxf3EVFUBWs81vil7WtccV596izrzxt2n2wo9xv2H51w483Kuddfx6vg4qLZe0Nhw3b8YLV6/dom5eWK9Rdg98k5UvsYzCK9IEzEkTFLyaED5wXo+1LTPFShd4IiKVH3ZO9eFwYzKOs0je97BZ0Prk9hwvadx9w+Ro4X6KIO5bwa7u8Xi1ByCL1TEwWLifMaZVShWxtoGcpg1VooDO16yXy37I5HvGIWyvv/y5/PK+FMJvP/zLeZ3/+V/8c8k1kBfs7/65X8d1RE8mc0kwFU9Uv+jK6Eo2oWTRCWTRtTHgu0rhFjkEUdXS2H35igZUi2XX/mkMf/9hF6cATeBbFzbjf0V04qZDZH53MwFj2ziVsf0ayH8QOplzUJ1NR3dOWZc7z8ufOYRSj9gmAeuGkIQDLtiZJUDcLHVeG/8XXBvLzN88025VEvomwdHLPgDGk3G3K39uziUaP4UrCNcv5jHvOhEjs/w1pM4EyBJ0vhK16Recs9HKAj25U2iw4dAl0utysN46sLHrh8hLQeqTUIJysEm2fQo9clasIOe2hp8ZMCLQ3bT83YfcIji4Kub7FugTCiBGuDQFaF1nGuvRFKDSdVl4YbXO7+XGoKHUKgWHZdZODyDINuut+H33Zu1pL4NculxN1zau9qqQCVQVoN/aoaytFDIq2G96Q1SGFR9XHupevLEDW5OlHclgVUZeipK4pYUuygURixNPNVbfC7wvst/xuWyWQymUwmk8nAighVmjYE0LQt/vYBqPLce9+CvvGA9zz2MS5Wt/jRp34zR7+8wyM/dQszmwXRMxkFAREFrnpFGhe2VZXd/L3k0KmRmE4b0ndD4gldHZza8NUVim9SfxlhpIYZjGgh9li1YKLoTGk8wXmNTquLPU9VKA02g8cGN1b6Erx4mxrBW8WNUhlqL8qS+JQosmS9CoLQSje+QxGM9yGNMx2/7Wd0qjG4SRHTNnsx6svUWDnYH1Wk8UG0pdvq4ND6ykIVw00UmPZzY5eEYSw/JB26TUnMstQ7183ojOM/lhgko4bjkcEIi+Uyy9DneEoJZLc//TF3ZYle+ra2KIZ9FJNiBNNGsWlMTD2NatdaxBjU9Yq7m/lobRjdUlgoo6DHo1WBG1l8acJFk+51SfWGmUwmk8lkMplMZiWEqrQOnEdbh9neAmN4+F+8DMBH/Wv5yP5t7m1ehvIanNkJYm3RIvNFcLtEgpA4Ou6+16OjsPHRKAiY1HNkgpBUuyxSE2oUaaTvU1LC/6JL3ZX9RjcVP2jPGpQEayE4S5wNSJ9imvowk8CNGBeeoh9zoVG8xbpX6JzSTtRZQUfD+YpRsBVhQ3ckgEIfbHIC43wn3pZ66qzgxQ5O0MCtTHMOu7EeAxdzcB9JGVU+nnMvp44cSfsVekRP7OCgDNjUfukYkkhfuvsg4GbpHCz9HN8XqY0t9tyhIfSmuzDQxJLqNLIm9ammMBcIYtVruEDgPFI3cVamhrLhOAdTaouNFxuqUmgnYS6puFNmfWYymUwmk8lkMl+jrIRQBfoxCItFKJkcV1AWIS2z6McSYE2YSQldSXAqG+2kSiecUt8geGvwlXRBwOKim5XKgLu+RemES+pBFTcI4FkajBiFL/SzGpP5GEdsaJgd382HNHXqSUwluYSSV1l2TDunUECL+Nwx9TY5r11panx+k+aSnmQQihKEtfaHkUJI2nib4/S8kKSHk8ObzvNAXHd4EE3zSGO5cvp1NzOUJUHbie/BrNSwrb6EWgbnZGnMjNIFxtwhRlPYC4TXOiWOdr/vv6ZgJXGhPDfdzRTxTeM8FEVwTQtFmyaU9KbRLUnMpuCXugmhQ3WDVGV/rqsStQZXjXBV2B+jdO/NTCaTyWQymUzma53VEKoaXShr0DaUWOpAnOq4RBbRlovjQRABa6AdNDomsaCKNm1MYC1xk5Jm09JMTdcrKk7QsYciWmkKRFcziNikjiDZfUIqD5Ze2LpUHkxfKpwMWEOnsLpN0Tu16b6gGH9CeA0EL8TtC53LmkZ4DEuH02zIO8dfRBnXjfnoE0KHJcJDp7Qrs00CbiDuOpEcRaEIQYAOA5LoH09hlsdpJDxLsyy7l/Gkoyq9sD85G7XbpumPv3NKAWl8f6XghFvc9cEOx3wIfepq6pu1YXSMFhaJrqrWTShZJ7qpznWjMtIc1e5nG+e7mpA+rYRjMa1iF3QzRE9zujOZTCaTyWQyma9FVkOoti4s/p0PbmpVhp7TwoRwHkP4OfU0xpEhQEhTjeWZmvpVC4vZ3ECbMKKmvHWMG1tcZfA2jMJQq0GgtEnRaAhVUkUrwmxSD6qCmacaYEELEBvKWW2T+ioBQxw1MijzTcFJAALegJTSBwENK3uFbr5gKPvtHxfKZLUvK469tr7s+1iHAUNpxIqJ7mfnlnb9nydKZWUgFJPQHvRw6kBgSixvHY5NhOBADl3XpWCmRBzDkZzW5OCG+YiDkmhhWWx3ol2WBK0iIQNqKIyRIMvT+A85RaTG8+5TOa5ZHocjReyfTcLYxGGeMSiqm+cIYQQNhD7UJoxswRg0uavWhttq0KKI1z3i+8yEkTS+CKXfv8LIykwmk8lkMplM5muGFRGq0S01Eh2p6JoZ0wUFBXdSoY2/sxLmoAK0LpQDD0JtsCEBV+NYm3bdstgUfHXiuZOjCn39ricI1RSyVGgoy/RgGqCVUFWc9OvAfVy6LTmPafNRvJq2L/8ND4ymX3RVh25q6uXsS2RD3ysKptFlMayDMll/Yr9OEWuhLJfejRyIQgjHq3ZZDKqRvp8zacEojlXD83SO8qBnNeyHIJa+ZxiCoEwObirbHcxlHIpQcSf2L+13EqWD4++O1+nSnMdhgFOaX4qC8ct2r6b3nUYR3kY31AiiEkKSFoP7u+iiJse/u92FFOBUzuw9NC2ysNh5eE5fZis1k8lkMplMJpMZshJzVDOZTCaTyWQymUwmk0nkeRiZTCaTyWQymUwmk1kpslDNZDKZTCaTyWQymcxKkYVqJpPJZDKZTCaTyWRWiixUM5lMJpPJZDKZTCazUmShmslkMplMJpPJZDKZlSIL1Uwmk8lkMplMJpPJrBRZqGYymUwmk8lkMplMZqXIQjWTyWQymUwmk8lkMitFFqqZTCaTyWQymUwmk1kpslDNZDKZTCaTyWQymcxKkYVqJpPJZDKZTCaTyWRWiixUM5lMJpPJZDKZTCazUmShmslkMplMJpPJZDKZlSIL1Uwmk8lkMplMJpPJrBRZqGYymUwmk8lkMplMZqXIQjWTyWQymUwmk8lkMitFFqqZTCaTyWQymUwmk1kpslDNZDKZTCaTyWQymcxKkYVqJpPJZDKZTCaTyWRWiixUM5lMJpPJZDKZTCazUmShmslkMplMJpPJZDKZlSIL1Uwmk8lkMplMJpPJrBRZqGYymUwmk8lkMplMZqX4v7VY15qmkA6tAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1152x576 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import math\n",
    "from pytvision.transforms import functional as F\n",
    "\n",
    "def getmask( x, p ):\n",
    "    mask = np.zeros( x.shape[:2] )\n",
    "    p = [  [[int(e[0]),int(e[1]) ]]  for e in p ]\n",
    "    hull = cv2.convexHull( np.array(p),  False  )\n",
    "    cv2.fillPoly(mask, [hull], 1)   \n",
    "    return mask\n",
    "\n",
    "def param2theta(mat_r, w, h):\n",
    "    H = np.concatenate( (mat_r,[[0,0,1]]),axis=0 )      \n",
    "    param = H #np.linalg.inv(H)\n",
    "    theta = np.zeros([2,3])\n",
    "    theta[0,0] = param[0,0]\n",
    "    theta[0,1] = param[0,1]*h/w\n",
    "    theta[0,2] = param[0,2]*2/w + param[0,0] + param[0,1] - 1\n",
    "    theta[1,0] = param[1,0]*w/h\n",
    "    theta[1,1] = param[1,1]\n",
    "    theta[1,2] = param[1,2]*2/h + param[1,0] + param[1,1] - 1\n",
    "    return theta\n",
    "\n",
    "def angle2mat( fi ):\n",
    "    \"To convert angle to rotation matrix\"\n",
    "    rx = fi[0]; ry = fi[1]; rz = fi[2];\n",
    "    sx = np.sin(rx); cx = np.cos(rx)\n",
    "    sy = np.sin(ry); cy = np.cos(ry)\n",
    "    sz = np.sin(rz); cz = np.cos(rz)\n",
    "    Rx = np.array([[ 1,   0,  0], [ 0, cx, -sx], [  0, sx, cx]])\n",
    "    Ry = np.array([[cy,   0, sy], [ 0,  1,   0], [-sy,  0, cy]]) \n",
    "    Rz = np.array([[cz, -sz,  0], [sz, cz,   0], [  0,  0,  1]])\n",
    "    return np.dot(Rz,np.dot(Ry,Rx))\n",
    "\n",
    "def boundingbox(box):\n",
    "    \"Estimate boundingbox\"\n",
    "    xmin = np.min(box[:,0]); ymin = np.min(box[:,1])\n",
    "    xmax = np.max(box[:,0]); ymax = np.max(box[:,1])\n",
    "    bbox = np.array([[xmin, ymin],[xmax, ymax]])\n",
    "    return bbox\n",
    "\n",
    "def resize( image, height=128,  width=128, interpolate_mode=cv2.INTER_LANCZOS4 ):\n",
    "    return F.resize_image(image, \n",
    "        height=height, width=width, \n",
    "        resize_mode='square', \n",
    "        padding_mode=cv2.BORDER_CONSTANT,\n",
    "        interpolate_mode=interpolate_mode, \n",
    "        )\n",
    "\n",
    "def adjust( image, plm  ):\n",
    "    \n",
    "    mu = plm.mean(axis=0)\n",
    "    plm_c = plm - mu\n",
    "\n",
    "    p1 = [ *plm_c[39,:], 1 ] \n",
    "    p2 = [ *plm_c[42,:], 1 ] \n",
    "    \n",
    "    l = np.cross(p1, p2)\n",
    "    th =  math.atan2( l[1]/l[2], l[0]/l[2] )\n",
    "\n",
    "    #print(90 - th* 180 / math.pi)\n",
    "    d = ( (p1[0] - p2[0] )**2 + (p1[1] - p2[1] )**2 ) ** 0.5\n",
    "    #print(d*0.2)\n",
    "    \n",
    "    ang = 90 - th* 180 / math.pi\n",
    "    imsize = image.shape     \n",
    "\n",
    "    matR = cv2.getRotationMatrix2D( (imsize[1]//2, imsize[0]//2) , -ang ,1 ) \n",
    "    H = param2theta(matR, imsize[1], imsize[0]  )   \n",
    "    image_rot = cv2.warpAffine(image, matR, (imsize[1], imsize[0]))\n",
    "    plm_rot = np.dot( H, np.concatenate((plm_c,np.ones([plm_c.shape[0],1])),axis=1).T )   \n",
    "    plm_rot = plm_rot.T\n",
    "    plm_rot = plm_rot + mu\n",
    "    \n",
    "    bbox = boundingbox( plm_rot )\n",
    "    \n",
    "    br = d*0.2\n",
    "    bbox[0,0] = bbox[0,0] - br if bbox[0,0] - br > 0 else 0    \n",
    "    bbox[0,1] = bbox[0,1] - br if bbox[0,1] - br > 0 else 0\n",
    "    bbox[1,0] = bbox[1,0] + br if bbox[1,0] + br < imsize[0] else imsize[1]\n",
    "    bbox[1,1] = bbox[1,1] + br if bbox[1,1] + br < imsize[1] else imsize[0]\n",
    "        \n",
    "        \n",
    "    image_rot = image_rot[  int(bbox[0,1]):int(bbox[1,1]), int(bbox[0,0]):int(bbox[1,0]) ]\n",
    "    plm_rot[:,0] = plm_rot[:,0] - bbox[0,0]\n",
    "    plm_rot[:,1] = plm_rot[:,1] - bbox[0,1]\n",
    "    \n",
    "    return image_rot, plm_rot\n",
    " \n",
    "i = 5\n",
    "image, label = dataset[ i ]\n",
    "plm = np.array(dataset.getladmarks()).reshape( -1, 2 )\n",
    "\n",
    "image_rot, plm_rot = adjust( image, plm )\n",
    "mask_rot = getmask( image_rot, plm_rot )\n",
    "image_rot_t = image_rot\n",
    "# print( image_rot.shape )\n",
    "# print( plm_rot.shape )\n",
    "# print( mask_rot.shape )\n",
    "\n",
    "image_rot  = resize( image_rot, height=128,  width=128, interpolate_mode=cv2.INTER_LANCZOS4 )[:,:,0]\n",
    "mask_rot   = resize( mask_rot , height=128,  width=128, interpolate_mode=cv2.INTER_LINEAR )[:,:,0]\n",
    "image_mask = (image_rot * mask_rot)\n",
    "\n",
    "print(image_rot.shape)\n",
    "print(mask_rot.shape)\n",
    "print(image_mask.shape)\n",
    "print(image_mask.min(), image_mask.max())\n",
    "\n",
    "plt.figure( figsize=(16,8) )\n",
    "plt.subplot(141)\n",
    "plt.imshow( image, cmap='gray' )\n",
    "plt.plot(plm[:,0],plm[:,1] ,'o')\n",
    "plt.plot(plm[39,0],plm[39,1] ,'ro')\n",
    "plt.plot(plm[42,0],plm[42,1] ,'ro')\n",
    "plt.axis('off')\n",
    "plt.subplot(142)\n",
    "plt.imshow( image_rot_t, cmap='gray' )\n",
    "plt.plot(plm_rot[:,0],plm_rot[:,1] ,'o')\n",
    "plt.axis('off')\n",
    "plt.subplot(143)\n",
    "plt.imshow( mask_rot )\n",
    "plt.axis('off')\n",
    "plt.subplot(144)\n",
    "plt.imshow( image_mask, cmap='gray' )\n",
    "plt.axis('off')\n",
    "plt.show()\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "327\n"
     ]
    }
   ],
   "source": [
    "path = os.path.expanduser( \"~/.datasets/\" )\n",
    "namedataset = 'ck'\n",
    "train=True  \n",
    "\n",
    "dataset = FERDarkClassicDataset(os.path.join( path, namedataset)  , namedataset, idenselect=[], train=train )\n",
    "print(len(dataset))\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "image, label = dataset[5]\n",
    "\n",
    "plt.figure( figsize=(8,8) )\n",
    "plt.imshow( image,  cmap='gray')\n",
    "plt.axis('off')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "327\n"
     ]
    }
   ],
   "source": [
    "\n",
    "pathnamedata  = '~/.datasets'\n",
    "pathnameback  = '~/.datasets/coco'\n",
    "imsize        = 128\n",
    "\n",
    "data=FactoryDataset.factory(\n",
    "    pathname=pathnamedata, \n",
    "    name=FactoryDataset.ckdark, \n",
    "    subset=FactoryDataset.training, \n",
    "    download=True \n",
    "    )\n",
    "\n",
    "dataset = SyntheticFaceDataset(\n",
    "    data,\n",
    "    pathnameback,\n",
    "    generate='image_and_mask',\n",
    "    iluminate=True, angle=45, translation=0.2, warp=0.1, factor=0.2,\n",
    ")\n",
    "\n",
    "print( len(dataset) )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(148, 148, 3)\n",
      "(148, 148, 2) 0.0 1.0\n",
      "[ 0.94009795  0.30467697 -0.18068897 -0.34783242  0.96599491 -0.34297219]\n"
     ]
    },
    {
     "data": {
      "image/png": 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ctoLa7lXap8AKW7WKdZ0D8MqJci2pIpjL5ZxlXK/XnWBeXl5Go9HwLOhKpeL2Bo0jsb/V+rcjrh/xzkVERERERMwx5sKitlWqDvLdKEKWN489iCafFe1tqXH7Pf3sj/7ojzxqWX2z1oK2JfrUAqQmS1g/83g89gpwqAZuNWMeA8D7TP9f39vqYtS6tTTmeDxGp9NxFmgmk8HCwoIr1nH27FmcOXMGwMS6PqigyfVArRZNdwIm94n3XxsH8Poaa1Cv150V0O/3sba25qhmLe1ZKpXQbDbdZ8PhEO12240jm826+zgajbx7RhpQi7vw2FarhWaz6XzhFy9eRKFQcMwDm4EAk+e6tbXl/NeXL1/G93//99+S+xmRjje96U3OrcH1SZeOsmmWzg5FRitCHfk0M8NS37bwkq53uy8olDHjeLXKnxbmUYYsSSaV/JhWuLq6imPHjgGAWzfahEMbeliftHXNhdiEiMNjLgS1PlRLj8wSzrPC/w+ixQ8DnXj6+k//9E9d4FCr1fK6IZFa0upYXAihvElNKdMgI45dBbNN2dA0tZAfS2lsXVCkcYEJpasbCGl7DRrh4rSVyCioubBXVlZcxbBbKaT1XKzHbd0adpMjVAmkD46/hz5r0s5abrTRaGBra8v5jtl6U2lP3qNqterRgKVSaYoitdXcSKV2u13s7u46Id/tdp0QJ72ulfcibj1+6qd+yt3zXq+HVqvl5oEth5nL5bx1ZQU1/x8I5ztbwayfWz9zSAADvu+YqYEan2JjYGycBuetrUSWJInn6qrVaq6NpS2TWy6XXWcuftcKautj57i+8IUvuLn8xje+8eAHFDEfgnoWrLANLYw0XI9wDh2rE/hP/uRPAEwiepvNphN0XCCqZat/Sf2p+hv0Gvw8VB/XBosQNqDKQnMgq9Wq8zXl83ns7Ow4RSNJEi9qmgJIy25yMdqNg8dqm7yDCpncLBgAoxa2Wrf2vqh/L0kSDIdDb9PSIDdVYBYWFjAcDrG2tgYAePrpp72I8mw2621itVrNbXBUEkMCNpfL4fjx426MV69eRavVcs/jhRdecOVFL1y4gAceeMA1ndH86oibw1ve8hYAk6DBq1everXiAd8I0DkVir5OW8+hGvtWYIe+FzJOdM6rMGWLVzIASZJ456ZQ1zWqioSCx2rgGa3vSqXirW+ue8ta8bwhBi+N/Yw4GNFHHRERERERMceYC4s6Lcrbvg9pr7M0s5B/O0Rn6+eh73/sYx/z0nKU6qbPWctdplX+Cl3Dat22spr186i/1WrOBP+f56rX686PXCgUUKlU3GfKDnA8lUrFRTAvLCy489Hi5LVYbYxat/Wxv1hQt8ZBcQuWgrMdijSlTC0Ptp7kb71y5YpnnVcqFS/dLJvNeswEI/EBP/rX+tdppWg7TY3Az2Qynl8w4ubxxje+0bk0+Jz4TOh3thUAQ3tFaO7ZY21JY/2u7kGhPc/GmvBcTJUCJnNWXW2dTserYMf6C4wzKRaLXmzFcDj00gqVIdN4D7oAbJlQpeAJZSDS7lPE9WEuBLXFYYO8rgfXQ5N/4hOfmErNsW0UdXJrehA3e5uqoN/lpLb9YO0CP+g+6Pltl6tsNuv5k9TnzFrUfN/tdr1CJfV63csnJq2mvlNgsmEsLCx4va1fbOTzeY9KDpVo1dfqg2MBB80xVeFsfXmaG3rlyhW0Wi0nLKvVqvvdpNg1ZWYwGLigO93wSInrOPP5vDuX1gHv9XqOrgf8IjARh8eP/MiPeOmLjAsA9hVg9S9rehPnhKV2Q98NBZcRodLICruerbBThVLL03Kv0ZiYwWDgBbRp6WFNMdT5CUzWL8vf8v/1t6jCae/TrJRW/p5QSeO/+Iu/wI/92I+l3peICSL1HRERERERMceYC4vaamYKG7gxqxCJIs2C1uN///d/HwCcNaTVuTSSUilojlc1S9VwaT0pdWajHzk2UkdKJxGDwcBL8aHWzDFq44wkSbwmFtS+teQkfwsL6WsFMRsZPR6PXVpSu912Gjh/K63KpaUlLC4uOgqY53yxESqsYIsrEIz0BvYjdnkPR6OR13NamRDeb6ZNfd/3fR86nY5XbYz3lJ2+bEUntdQ1gEdpcTYy0TKmHH+328WlS5fwzDPPAABe/epX36I7eHfiR3/0RwFMMxztdtsL8LSpQjblStdvKKXSuqPUGtdnrfOUKXx6HWV37BpkxUC+1/kEwGMElLGpVCpTlPp4PHaZDZqOxd9KJmxhYcFjyLSxBplAZRp4fb0Ox2YD8NSi1sj0UCBsxDTmQlAD/gNPE9Zpec16nPVB2w38Qx/6EAA/enN3dxe9Xm9qIYd8TVyI1q+pgnkWza5Cnv5J+naVYuOYuIg6nQ663e6UMgFMKCzdFJIkcXWseU27MXH8PD+FcavVwtbWlhPU4/F4KqqbQmV5eRnLy8su+vl2+aj1t9iI0lCaCMF0OFWUAHiCWylF3aiWlpZQq9U8dwg3P1aK0hQZPb9Sj6zuprnoulkq3ZjJZFyuNzCJAv/u7/7um7t5dxl++Id/GMDkGdBFw4pbGhti17MVmOqL1XUY2o8UKuSpdNvKZRyTRkkz1kXdMJopolQ785s1FcquZ42B4DmAyd7QbrfdXB2Px57iqpXKWMWPgtp2rVNl1N4TFcw2XTRUElV/d8TBmAtBHdKqQgvF1nW2Nbct7OJ873vf6wlnm9uqSGtMwYVstWb1W1k/qQoRWxhD/ceqGWcyGQyHQ5dvy8WmQkWbeWxvb3sat6ZW0PdE9Pt9T9tVoUMhoguf32UeJdOEaFHz/e0qEWiD7Gb5yuxrPZYWDZUUtWrG47EnuLlJ8R6T8QAmQn17e9tjIXK5nBfAo99rNptuI63Vat4mrAojx0cB9OSTT96iO3h34Ad+4Ae8ZxdK0SPsHLHpfTongOl5E1IEuS+oj1fZNbuHUEkDwoJaCxR1u92pfu6h3s88Xvcfyw6q4Lfn0VaVLG7E9zb10qZuqVFiLWiNCeBnUVDfOKKPOiIiIiIiYo4xFxZ1qIJYGs2tKTKHif7W82i0sC1coNovj9f0iDTLfW9vz9PIQ9SQtcapsbKwvVq+SoOPRiMXac3o7BALMBgMUK1WvShOpaGHw6FH2arVRspWNXKmJgF+EZNyueylhiwtLbmqXLcTWh2KWn2oMAwZDEt/W78b79WsQjWsIKdUoNLV6hLY2NjwfIFKPXa7XSRJ4twFhUIBe3t7jjlR/93u7i7OnDnjYgC++tWv3oK7d/dA0+FsJS+1oIF0l4hd15wT6nfm9/VcvIZaqGSuQpYvq9NxjfZ6PS/N01LHpVLJMVXqauPn/O1cvzpndG8bj8dTldWUCSoWi2790ppWBk1fW7bA+uutxaxj1LWlbOBoNMKnPvUp150sIoy5ENSlUmlqohHWz8j/078hvOc975kSxgq7iG2Akg1+0O+xtjYw3RGL9HWIQiNNxkVHoccFaZWSfD7vUnJY+lID3HRhMCiM7zVoCoCXXqb3OEmSKb+o/h4tG8hgEwoZbXt3O2HzyW1+aloevv3M5qfqsZau48ajaXj6WmnxXC6HdrvthK+manU6HU/5se1HbRqQthKkr/oo4nWve92UMLYKvqWk9Th1l9j6A/qcbcokFfGQccB1QuFFoaeKt7aAHY1GXoBhoVDw4mJU6DEojO9JaRMaTKZCnmOyVL2ma2mtANZCAPZdcVqNTFMv1WdNIW3XB19r213G04T2+Fl7dMQ+5kJQ1+t1J1R6vd5UVKDVam1Eo+I973kPgLCAT8tZ5mLVhaETyFpp6suk/0cnnmqwanlxUWuNaAq9g1Cr1VAul72obzvZtWSl9l1WoT4ej72Smxa0EGw+MbDfLJ7CudFo3Da/tELLo9q8drWG6BdUIWitKZ1DaoXZZ8/7qfnmfK7FYtHLc11dXcXS0pJjQy5cuODKgjabTW8DZNSu5rXb+Afe/+/93u+9ZffwpYLXve51ANLXcyhnmc/U5vGGFHx7TjJ21tLV+aXzRQU1rWCt+a4lNq2g5l6n1+FrXbOW9dImL1RaZxkkts6DlgFVRZx1EbTHtNbFV4XWKvwaTMm6Eyqo9Vj7LGLk98GIPuqIiIiIiIg5xlxY1H/7t3/rGg8cO3YMpVLJabA2zD/kb3zf+94HYLoLl7WgbeqUWqQKWlahHMFQqoYtl6cWNoApilTTIa4HGnXJFBQdP8dInzQ1e33NNpVp0Za0qJXGpYZNHzUt6jthTdO/FbKkQkizuoDZ/kc71zQCl+NQa1tZCFr8vG/33nuvY06azaZHEw4GA29OaEpYLpfzLJPbUfltHqBWtE3btJRuyJURqlansQoHreeQK8XWUQD241q0heTCwoJb18Vi0cviYIoW32tdBPXb2pLD9Pny+etrxkKkWaXW6tesE7pg1LVFqxrwKxrq3OZfjd626Yk6x3lcmj87WtQHYy4E9V/91V/hFa94BQDgoYcewj333OMmu9LIafnVKjCUnikUCh5lZcvY6WK1wWTj8dgtIksdA37LOevjtLS6Bm9oOoTd/K8HSqmHNh27GNRHqmleXCj2XmhahpYiXVhYuCMC2m5eirR5YT8L5Z+mCXqdN/yrc0bv6d7enrepcUPmc15ZWXHKDSlxBpfRj61Uvv5WTaVTH+XdjDTFyro1VJDb9WyDyZhup9/l/1ukBaHxvVW8bXCW0sVKfavrhONVF5o1HOx6VkFHoWjTvLiW7b3QtCpbF0HXt/qorY9d/eShgDGbE26FcSgQNvqnD4dIfUdERERERMwx5sKi/ru/+zs88cQTAID77rsPDz/8MB577DEAwKOPPuqsETZJ0E5Ww+HQK5UZoqgUtvcy/1pKXLU+tWpUOw2B1reOQwOQyuXyLacwQ1ahWhSarrW4uIher+csusFgMDVe/Y1qUd8p6tVGuIeecUgzt0yDjRBP+x5hU3r0Po/H+xWeaE3MCtAjyErw2G63i1arhWazCWCS2kUrG/AbMGhXpLsZmoqUxo4AYVcY/4asUS0oYhmkNNhANL0OXUSagqVuo3K5PFUeWF1XNptErVP7e+xv4jG0qJVCt+O1LIBWJSyVSlNR3lrwRNdXiOpWS17L4iqVb2nyWe7MiDDmQlCPx2Osr68DmGxc165dw8WLFwEATz31FI4fPw4AOH78OI4fP+4Ed7lcxsc//vGgAFGKkn91I9X0Glan4kbIqG71IxI2V9KemxNS6StduBoJeqegixPwlRtb6etOQp/hQQt7Vm59mj8ylDWQhlk0rN3oGYGvKT+6Yev9rVQqnvtEc2t7vZ7nf7zT8+Z24PWvf31w7lmXk50HWsuA6ZPq89W4ERWQjLjXZxjKAFFfuSqxtsymKrmao1wsFpEkiVfK07o5LDT32VY54/eYssmKZ6H0Vo3VsYJaazfYXGlmTeg91biYUEoWX9tcaRXUNuo7CuqDMReC+vjx426idTodXL58GV/72tcATDYyBpqdOXMGDz/8MB5++GEAwLlz57zAM8Df3HXCMk1HF5W2vdOmFrroAV8jrVQqWFpa8vzD2rjC+s2tj/fFsKhvFvpb50FAA74VbXMwx+OxS30KpbcdZCXb94fxe1vYuAibB6ubp6bTAPDaXOZyOVQqFa9oDDfSZrOJVqvlNkBlju5WaE4/4Atoq1Cqj1eFCtODlAWz65nvWaiGShDjAmx+uz4v9fFai1oFj7YvLZfLrmYBx880SsCf47acachPrkVV1M9sfdT6HY7flhDVQEZN9VIDhcJXhbHWk9DPbPBY6L0+1/F4jI997GMAgF/4hV9AxDTmY1eOiIiIiIiICGIuLOrd3V2PjqlWqx5txaYETz31FJ555hn827/9G4CJP/vYsWMe7alat02yV61Uq0XZdCVbdUcjrFmZi++pvdM6Z6Qk2yOy6xK/O48W9TxCLWqlMS2VZy2HWT7NtP8PWXBpYwrR6BwrPyMjo/5IjXdQqpuNP/h7tMnJeDzGt771LVy5cgUAcO3atdSx3S2wVcD0eahVbWMGbMGNUJEipa+17Kf6km25S6bd8ZloG0iudRvZrWPUUrxq2dMNpvtIyDedBluFbdaeoha5LXdsO2JZZkgZSu51fB+K7OY9DBVwUYvaPseDGKyjjrkQ1IMQhUbaAAAgAElEQVTBwPlJmPOnOcGcHJ1OB+122/mzr1y5gvvvv98FnmnFME4MpZM04IH+P0IpUAZnKH2tfuZiseilWeTzebeQK5UKarWaq4etryuVShTSh4QNPrGCmrgR/9as76f5uq2APii1y1Lq1scaolQBP/CPvbJn+THvNvz5n/85fuInfmLq/221Mb5XZU59z3r/SdvqvbZ+Zt03stmsl6LE+gEAvNehspppLhuby03KWWMX0tLv7G9Xo8OWPLX1IiiYrWAHpjuH2WDLUEqVrdgW8jXbtcG92JY95Wc6pogw5kZQ8yEzcEI1Xm3DVq/XnSXcbrfx5S9/Ga9+9asB+LnP1Ix10qnWzXPzM51IWsebx7EIwMLCAgqFwtR4ufDr9bpXRrBWqzmLWjX3iHRwswvlvNvAIH6uCBUw0eMOI/BCOdcK3VhUQdT/s8V3eB4NwrHj4efAZB7WajWvcMpRgCrBNlJYn6GNQ1E/s95/jT3hcdpsQg0DCi4eay1fxpkA+2U17VzQIFTdj5QtYHMeLT5im4wQVoCG5qL1b2uUt51/mu2iPmmrENr7HRKoITbTspf2eehvsdeOCCOqMREREREREXOMubCoNZSfvj1ql1YLVZqKNCFpaauRWh+KWtOaL5jL5TAYDFz+qkbrAhNLfnFx0b3WrjflctlryMAKVerTpkVE7T1iNmg9qUWklpNasLZimMX10sVpxx9U/cz6Ujk2e7y1TPhdjbDVqmjaDOF2txO9U7DlKoFpq0wZMABT0ddMuQT2GTJtnmHXpFLUNgVLI6W1GQtpb5uzzev1ej0XX8Pr2NQtPtNut+tFmts5rRarbcJhI9rtfdL5pgxAyHVjj02L57AliJXuTvN1p0XwRxyMuZAa6j+yPkKdhAzq4P+xb7JSXqGiCMB+QJIKVPqOmYvIDkfs+8zFXK/XXe42+wcTzG/UYDith12r1Zz/WkuaRkwjlL4ROsZuTIfF9eRNh76rf5UWPEzQmhXsqmjY4hf2+xQMR8WPp9R3moJEZS7U5Y2KtBb12dvbc/dRu0Ip7Q1M50Lb9Cer4OszYVyFCmoq//RtK+2s5y0Wi1Od8Q6zBqzCQlh/vRWi/K4t6qP3PKRo6hjs/La+7VDetMVBayhigqOx8iMiIiIiIl6imAuLWtMYGJwV0uZGoxF2dna8nq4aHGGDHWzJO2C6/B+wbwXTgt7b2/Os5Gw2G0wV4vmU+rZR3/V63WnyUWu8MYRoMmvhhmDZGau9Hzao7KD/t5afpf5mnYeWCS04DaCiJajNJI4C0gp92ChkHgPAC+ikFaxFidRK1uArW7HQUt+hqG9Nx7IWqrrYWN4T2I9K1z1Fg1Q7nc5Ub+o0Kjx0TbWCbfqT3V/1PvAY/av3Qi33UCZEKEDsIGo7tO6Oyty+UcyFoNZylsC+oAT2S+8B+6UZNZfP5ufZsnXql7Zl+PRYFcwq/AF4/uvd3V3PZ8UWhVzIjEzX3OmIw8FuyiG/70HfC9GlFrME9Kwc64OuSxyGop4VmW7bb3IDPwrpWUC4GpntwAT4Fcfom+WxKpitAq/+a+41KshsVLhGetPdxvNaP7Kt361+8sFg4FUBY1U6AGg0GlOKpP3taQIupBCmzcFZqVA2rdDurSEBrNeztdbTqHG+jzg85kJQ12o1l3JFKyJU2H53dxedTmcqSET9VpqrB+yXY+TC5SLb3d31FqsKdOsjUsWBtYG5cCuVCqrVqrOgq9Wql5IVcXiEFr0FNw8+m2az6eIB9Bz2Nb97vWMJXT90bCjl5DBWgg0M0o20UCi4DR6YDuC5WxES1JoOCewr02rx6X5ggw9tqpEGTNkYk1Kp5ASoFdTWcAj5ZnWs2jyj3+97vvEk2S+8oo1aQkyCbSMZKt6iv80qKTatjecN+a/t7wGmm33wdZqgtilhB60n/v3Yxz4Wy4gGEH3UERERERERc4y5sKi1Y8toNEK323Ua2HA49OgiwG+3aFMpVJMul8tTNJV2maEVz9eW1tHyf9S4qWHTYq5Wq+4fsF/wZJ4wGo2cVcZygy8Fn1BojIx4DfnG0hDy7aUddz3+aztWa5mkUeOzxmjpfo1/OCp0odLQuia17SLvsXa809daRImwpTOB/VgVpba1uxyjvNUSJkIpoPavzlPLEGhhlVKpNLX/KFOoTV603ChdePxusVj0ItlHo5E3F3UNcM6mMU92vJaV4Dn0XLzPofOG1rM931GZ49eLuRDUSkVpdxrAT0VgDrWlt0l9an4k4AvYvb097OzsYGNjAwBc6gawH1yiqRP6Xdb05TlVUNfrdS/YpFqtzl2uNF0GfK21i+e5pOmsRXsYGvgwQlxhBfmsjSXtcz1GhX6aHz10TZs+M6tf8t0ICkX1FQO+gB2Px66XN4CpPHRLy1rhrP2hbYc7rYNAIa0BZIpQJyh9tmnlOq0vmbEuwH7dclsDgr+x1+tN+dg1zifUtyDUIS9EUSt0/PxdoYAye96DFIAQYl71bMyFROn3+97mpoJaHzh9zLSEOXlYjESjH+lH5vvBYIBKpeIWaKfT8bRFWzxBF6sWU8jlciiXy07Q0X+lBRQOCwqSFzs/tlgsuoXdbDZdnjgwCWKZR2E9q+SgPufxeIytrS03B0IBK1YQ2o1plvBNE7DXqwSknROYLkea5gN9KbAgtwKafaFR3VqHYDQaeTX3dQ/RIChgX8DrGrZKOdetXfuhHs1pQsUGfKmgo5BOW+tqXVN50IIh1j+s/Q9sExJbFMrm6VvFz1rCijRLN+SfT/Ox6/Fpr3XOf/SjH8Xjjz8evE9HFdFHHRERERERMceYC4u6Uqk4bcw2zshkMo7yqdfruOeee5xFzW5aq6urAPwISOZVUpPsdrueNqtRljbKmwXzbYN1fqYaOGlvjTw+LKj5346KUxxfsVjE1taWZ2FrE5F5gbUybTlC1djVwg7heiK4Z33vIB/39ZwrbQw2av0o+uw4V5X2p8VJJmgwGHj3qlgsTll3fM/qhbSKNeear7nWaU1r3rRa7iE/cshS5JhtypIem8becDz8rdxrQjUgtra20G63PQtbm32Ecr2tX/kwLFFa5LaNytfzpDFVsyxqjT+J2MdcCOpSqeR1uLGdk+hfHY/HOHXqlHuorVYLa2trnqDWha151HZS9vv9Keqb77mwrXDmZxrgw7zpG8Gs0novForFIk6cOIGtrS0AcOlu8ySoD6J4DxLKs6ji67nfoc00dJ3Q++u5Br+v5zrKUEFt86S10Imu5+FwOEV98z2FfEhQU5BpHXCmXAITQa1BbUo729zikNDR9DE1QlisSZ+10uRanpQ+droE1J9dLpe92Jt+v+8F4FpBzXtHqNvPuoQOMw9ti0y+VtzMeo6YYC4ENSMTgcmDX1xcdBafTsJKpYLd3V2cOnUKAHD69OmZglIDxID9HGjAby5vfVrAvrAG9tvZAftWu9YNvl5oROadChSiT7dcLnuBOPMAy3DYXGPArwU/qyZx6Dtp/3e9gj2t5d9B30v7DnHULQquKWvtaaVBwC9gpHtIyDK0PmBVAHSts1EGx5DP5z1hpgWXKKRtoRX1q+v61lzoWdX2eA4ew3aZfJ/JZLye2LVaze1H6+vrXu+E0L2wzINVLEKxGwdFfYfOT1iGw0aI2/NFwT2N6KOOiIiIiIiYY8yFRb2zs+PRPhoJvbCw4KzrdruNp59+2lUBW1lZwfLycup5M5nMVCtLzddWDRXwS/aplm0jRm82/Uq16jutPWpN5HmDUnA2Hz4t59QiRMPdCsr6MHTezVDhRxlcs9aiHo1GHn2tjJQyMNYiZByIRnrra7bL5bWZi0zYGuPqltPPbBaHLVms89Zas0qpsz0mu/nt7Oy4uByeS1PNlNXLZDIuZU0Ris5WVgrYj4YPZU5Y9oC/1f4efZ1Ggdu0rzjnD8ZcCOqtrS3n883n8y6VCpj4gLXI/X/8x3/gnnvuAQDcd999hy4uQgHLBWlzDQG/wICmcNxKYarFRwaDgZcKEjFBiLa0edOzeuoehLSUq1nnuhlhfjMb0Z1W5O4EVFArNM2IsSwhKjkkqDWHWdc240+0qJLS1RQ4oWdoS3uqIsEx2gItnMf9ft+j6weDgavtQCHdbDYBTGJxaKzwvLxHlUrFS2dlTjjvB2l+G4zJ1yr0bXCr/Z7eYxvXw94Ket/T5n9Iib0ev/hRRKS+IyIiIiIi5hhzYVFrsYK9vT10u10vspLWdSaTwbVr15zmWSgUZlLfIai2mAYtcn8rMR5PSphy/PyNt7rD1vb2NrrdrtN2C4WCC7h7sX7brYQNNBkOh6mBf7S206KnDwp2uVENflZEuMWsMdhx32qr/qWINOo7ZFGrxTerWIelu7UyWT6f97JFQq6V0PMhXW2bpoQCo3gsP+t0Ol5joH6/j3a7DWDfoiaF3W63vZKoLLoETPYOTU1jqqI2NcpkMl7rVK3saNkq3iu95zxW70mofKr9/Wn3zgalhYLPInzMhaDWOtvD4RBJkngP/dixYwD2u9FcvXoVAPDCCy/g5MmTd2bQNwDS3vQ3KZ11M2i329jY2HBUGSuPadoFN79area16isUCu7+zhOy2awXQ8DFrDn2wMG9b0O4FZT0rUJaLi1wdOsfU5kMCWobyxK6R3Y+MJI5TVBbpX1WhTE9ltQ756RGgxMUkCz7aaluCudOp+NR361Wy6WlMuJbK3/xHrG8qdL69XrdKf+1Ws3F5/DcWtlR/1LhVUVDDSh7v223Qit89R7qGrYKjELdAxH7mAtBrRY0U59UcHPS5fN51Go1nD9/HgDwL//yL3j00UfvyJhvBJpKAsCr53tYbG9vA5gUKuHrnZ0dL+CE/iJ9z4XBYBlq5IuLi0iSBCsrKzf5624eGtyiG2voHtkAQHsO+xq4takfN2r5HmYMaRveUfHfhVIWed+06Acwfa/0taZJAX6echqzRsvcsjq2Zrf+X6gJBzARsLSKaYFqASYNGFNB3e12p1hFm7/N8THllBb0wsKCt55LpZIX51MoFNw1e72ex1bp7yc06Mv6qGcFcIbSsdLWLI/hdyOmEX3UERERERERc4y5sKhDFpNqw9QAq9UqGo2Go4suXLiAzc1NnD179vYN9iZAbVy19VlNPPb29rxyqZubm66imFJj7XbbVSQCJpp8v9932rxWYWMDEfqsx+Ox10nsTkJpNoUtIqHaPS2nkCae5vdN82Xaz27Wlx36vrX2QrB+9qNmZaQVv9D3IWYizaKeVXHLVuUibNcoWzUM2KfN9bz5fN691+5enU7HK5ZCnzT3Mu2IxbXMsZFe516gvm5b8nQ8HnvlVZnpws+1hSf94Nr6185Zm46l9zrEYtjnoH/1vLoH2u8eFeboejAXgtr6QobDoUdJcbJns1nU63Xni11fX8e1a9du/4BvEbQUIEHhe/XqVXQ6Hc+fbQNMKGDZn1ZTP1qtljtW801JvZE6HA6Hc9lGMeTj4v/bDWVWhbDQRh/ywdljb3TMofHfaO72LIXibob6Ym3rxLT3wLSf2t5/3WPUOFA6244hNA8t9U0wJ5v/3+12nXtqe3vbU6aHwyG63a63vulH5lpW91+v13PHsgIaXwP7fbL5mY5RSx5rHQi6ALhP9Ho9L2XM0uD2HtrcaYWdq/Y+qnKT9lnEPuZCUBcKhakHy4mWz+fdBGWhep2kV65cub2DvUmofyybzTpfMUEl5OrVqy56G9j3aVH7pX8J2NewuWi73S46nY7XXN4WXuCxmUzmlked3yxmbZzcoNOs5FmL3PofQ1aCvp5l2YY+t7gRv9tREcazoFauxi1ogCHndOgehyw6nfO2rr+1HO35FNa6VouaOdn8vNfrOcV7e3vbtaQE9lkvXcNcr1REtYRov9/37ovNz9b7UiwWvYA8+znXVrFY9JoTUfByHLo+6F/X8/A7B8EqVHp/09ZzhI/oo46IiIiIiJhjzIVFrZqyjXBVrXp3d9drIJEkCTY3N2/zaG8OSneXSqWpcqQaFdpsNh0tRZpMqyBpFKi1GNT/rXmi9GnRR33q1Kkb7v51ELTsYbFYvGGtWTXyWfEMwOH8yrfCaj2Ilp5FsV+vH+6oWdkhi5pIsyRD/lL7maZ82mjugyxpwqZqaalhlvPUSl/allNdWYPBwPNDh1Kd1NJV+tpWWcvn846ZW1pawvLysqvYyLGF6hAkSeLtR3ZM6iLo9/veelaKP3SPDrqHh43RiJhgLgS1pSPtg9IE/F6v5wUWMbjqpQKluy3l3O/3nU9ra2sLm5ubjjrrdrse9aSbgKWjmH6lvijtDrS6uuoC8F71qle9aL/1Zmqi2/QsW0+ZsBtt6Dz6epYgt5+F6PUbEZqh71iF9Hq+e7dD3TKzYIWv/r99b4vkqLC1x9trhPyt/KsClJSzCmfNjVbXFQuP6LnSjBWmX9ne3LxmvV53rX7Pnj2L1dVVFzzG4Euls1U50P2WQj9UbnQ8Hk+5o/S7+jot/Yr33O5j0T99MCL1HRERERERMceYC4taI4+1ig7Bz/b29rC5ueks0Ww2i6tXr+Lzn/88AODNb37zbRz1jUEpaWsxXL16FWtrawCAtbU1rK2teZHdamVqKVCtuATsF+Yn/aWvl5aWcObMGZw+ffrF+okO12NRh7TqEC04q/jJYc4b0thfLI3+Rs5lafw0Wv9uxpve9CYAwOc///nUVB8GBlorFAhHEgP+PNHzWNrcwtLQOheZkgVM1t9wOHRW8/b2tgsObTabaDabXmS3DUyz41R6u1AouH1DX1erVRw7dgzHjx8HANxzzz1YWlpydLZlDEKdwLQCYKFQCM45Njax903vub62TVLsPUyLFrfniphgLgS1Vs6yKTRaNpATi9QxBfdLif5W2g2AVxL14sWLuHTpEgDg8uXL2NjYcAt7PB6jUCg4SstGfmazWUfB1Wo1rK6u4tSpUwCAY8eOuUpFi4uLt+FXXj9sjqxNtbHVk24EOpeINFqTY7gVgvJGKfOjDt0XWJP6ML7ltJQqmznA1yqsSGcrpWuFm0ai53I577ydTse5r9bX17GxsQEA2NzcRKvV8iho9Q/bMfHcwETRrtfrWFpaAjBZ37VaDcDEfba4uOjWdaPR8Nxe9n7oWuL/qytRO3FZv7ktS6ywSrDdww9yTUTMxlwIavWhANO5irox53I592CHwyG2t7edoL548eJtsRRvJVqtlksxW1tb8+p1a04j/UdcSFooJUkSz2o+efIkzp07hzNnzgDAS66Npk29UeXmekquhoSw9avdyDk4xutB2vFpzR/4+ij77378x38cn/3sZwHsCy9rgab5eK3vVQPI7H1UQWKbclCwqdAhVPjzur1ez+1HzWbTq9etQp6FU7SvNJEkiWc1Ly4u4uTJk64mf71ed2ud8Sg0Xhi0acerAbkhH7TeF113tlSrtZT1WIs0pdfGJEUcjOijjoiIiIiImGPMhUVdKpU8SsXSjUp36WdMzmeJ0fX19ZecRa0FErQQP0v/UeOk5kz/fKlUctZ1oVBAtVp1kZ9nzpzBfffdd7t/yi1FqEgCMG0FWN/Z9UZRp1mss6KAb+Q6aTiIFj/qtDldP7SmlVlJo1fpvw413ABmPzvbQSrtL2Gtylwu596zYiCwTyvz+2THyHYVCgWvNGmpVHJpk8eOHcPJkyc9upvfY+plWuU+669X6tsWMbHsgd5vUvzqz7b3wcKW+U2LDznK8/uwmAtBXS6XXdBUyI+Y5r9mzh8F9UuxnCjTpYBJ7XIu1lKp5Ckm5XIZtVrNLd5Go+EWbqPRQKPRcH5o/v9LGbNyoG2qjRXeB51Dz5X2/qA8aeu/tsdcj6A+apT29UCr6+l6CPmoLXWrsOUwFVZBs/SuPdbOE3VHFYtFV7/72rVrXvCnPmsGfJKyrlQq3utKpeLWMdc9qXBVBkLUto2Dsb9J74mlwm3pVXUxaKBZaM3NCoRMc1mFBHUU3NOYO0HNftTWBwXsTwRGVXLx0Q+0sbGR6kMhbtTH+GLinnvuAQBcunTJ+bdGo5HrNQtM/FKLi4tYXl4GAKysrDifVaPR8HxcdyOsX02f89LSUnCe2M3iZp75LIshDbPmWppQiUE2PnSDn7WeQ/Wt9RgV1LMi/61/O8RoqK9bA8LK5TLG4/0mNxsbG05o7+7uelYz2TH6mjVArFKpeIwZi4uEIrdDfmb97RS+oRafHJcNGNN5q4Fmls209dJViOtnaZH0er/1Ob797W+fOv6oI/qoIyIiIiIi5hhzYVHX63Wv3Rvga8qEjTwcjUbIZDKeRf3MM88AmFipNu8P8HON58mqBoAHHnjA/X6mYdEnzfQMTcPgMXcjbOStVqCyFZNC3wXSLdmDfMKzYClHe83DYBbdfdR90hY/8zM/415/8pOfnHru6kNVOtw+n1m59qHIez1XGsVrO1NxT2Ea1YkTJ1zMCa1u/q1UKlhYWHDrm3Q3sF9a2KaQ2evztU25shb33t7eVGtOQi1oHqu/LxQJzuvoGG3KqV2j1u9vI/RnreeIORHUS0tLjvLd2dmZuZFZCgjYF+5bW1uOFgemS9XpX009mBesrKzg0UcfBTBJsQLgFTYol8sz+1ffTbDlFRX6/uTJk9elcN2MkL6ec+n5Zp33IF94xD5CcyJE01J4Wdge0zzWggFZabBUsw1iozCmawrYr1/APYfUthYx4We5XM5L/aIfOZQHbst67u7uep249ByA38ua57Q1ClT4ajElpb/5epZypPdrlnKt79/5zncGz3HUEanviIiIiIiIOcZcWNTa3Ynaoq26Bexb06oF53I5pz1ub297mrCtOKSaqB6nFM6dBiO3+XeewIb2oaAWYPIcb5XFPxqNXGpOWpehg3BQJPj1Wq9qPYWKNhzmfJyH12PZRyt7AmuVWWtWq37Z4iizIvot0mha+5ntZa2V1IAJnc3gz1qt5lUbo9Vs9z2e1/5uW6VNz6PfZbqijpf/D0wCcck6DofDqXtqC7oorZ/P571OYWr1h6LA7T6h/bZD5UQj0jEXgrpUKrkJYNMu1PcRStHIZrNuAuzs7LhJOB5PqgRp9Lgu7PF4vxsMJ7cumogJ2u22ayXa7Xan/EsaUaolTuv1Osrl8oEdkEKgkNaWgHyuXOQ8L6k6KzSBw6dnHcZfbBW9WUrAQUL4IAXCHnuY8x4F/PzP/zw++tGPAgivZ907VFDzvQpYu6/Ye6yUse3epilWuVzOfWbp5kwm46VcsRoZP9PrWeGlxgpTu3S89nsqBO34VellFy9gsq6sUqK/z0a0FwoFLxVNy42GoAqMtuXV1xTwcc+djbkQ1AsLC1M1ZgldRNQk1cLO5/OeRa1pXsD04lHhrAtD/TFa2u9GoSVRb/ZcLwY0bUT/tttttFotl5vearVcT2wt3gBgygLQMqbVahXVatXL9T7sYuTGopq/jlO191lNOmyBHMAXdtwQrQWjv02/lyY07UbDjTSkNISs8BhAdnjYtpahoC/eU1XmQs8YCBfWUWWUgs4yR/yuPju71wDwekjbgDf1hVu/uC0vWi6XPaODa6PZbKLdbruAWt3TgP0+0twXe72eU4BtO1EbGKY+9FKphFKp5BSP4XDo2nry9+n9to10VDiHyphGQT0b0UcdERERERExx5gLU28wGDhtrFgsThUnUF9TNpv1NE/V5KwWlyTJFCWkWqRahtaiVjr+RjCvNDo7dNFitukc3W53yopWOlBdBsB+Cz4AngVNi1rbdGp1pRD4rHq9HgaDgceKaNSqol6ve35CNj8A9qOE02hOW8RhlpVsqUp9HaLQLS2rFmD0Qd84rMWokdBqGdp9Q+ljy9LZZxpqq6osjfUP2/VBKFtj6XYeb9OoCO0URoua66zT6biOe5cuXcLGxoZbZ5xruh6sFW3npY5L6Xm1oGlRa5vOcrnslUDVNTIcDt1aZRS6ZcVC9zcijLkQ1HZSKm08S1Dv7u5O0UkaUALs5y3u7OxMlZ60GzEnKCedUuzXi3kT0E8//TQA4IknnsD6+vpU0B0XIP/yt7NtHjARoK1Wy4sDsO34eCw3MVUANPiEJVJ5nn6/767d7Xa9OslW+OqcuHbtmlfBzaaMzAoeY5BRqGSkpa45X9KE6iz6LiTcNfgn4vB4xzveAQD4zd/8zSmhaBUlG59iBTlhXRp2n1BhZv3MofkVCjgEwgFXCh2DKgu9Xg/tdtuNYWdnBxcuXAAwUbzt3qY+a/7ldyuVihP4w+EQvV7PCVT+Tq01odS9VYhVydE9nIJa168Kaltf3N6niGnMhaAuFoveolKLWv27SZJ4Vq4NEmHQAl+zDjQwibrc2tryNDmrSWqQlE5Yto6bd/C3X7lyBTs7O07L7na7WF9fBzDpi6u5lNR8uYgWFhZw5swZfNu3fRuASf4nBfPm5iaazaazxoGJIGet8kajkdpSk4uez29vb89tEIPBwP3jeFVw6/i4qf7BH/wBAOBlL3sZ7rvvPtfS89y5cy7StlqtetGmDJ4hbI69LTJh4xg04DBUJMP6n61fWq8bCpa0sJv6S2EO3i68853vxPvf//7U4EHdF0KC2rIsFjb+IhT3kCbUQ889FBFtx64+3sFg4OJItra2nPIKTOYx12C73fasZNtoo1Qq4dixYzh+/DiAyfrmuqNvm/sEMBHk7CdQqVRSWUX60HXfVgZM92KyY6Gob96vD3zgA8HrREwQ+YaIiIiIiIg5xlxY1GqNhKIw9Thr+VqaXCMv1ZdqfSL8vkKtJVb44XnTLMV5wc7Ojiuf+uyzz6LZbDoNPJ/PO2aC/jpq0f1+H9ls1mnctE6pVZPu5rGFQgH33nsvAGB1dfWG22lmMhlP41YLmpGqfG8tl3e/+91O02+1Wjh//rwb//nz53H27FkAwL333oulpSWvNaj1KdoIVB2fhU1Ns5/pa2thWzo0Wse3BiG3BWGrZoVa6TKNy0Y820hoQucAGTt9zsWIACcAACAASURBVNZVF4oo57h1zmi8xGAwwObmJl544QUAwNraGjqdjpd1oZZ+Npv12KdMJoNGowFgUh3t2LFjXrQ2/dXD4RC5XM4xUPV6Haurq66GQ6VS8Vw0/X7fi9zWSHX1gzPCm+Mla6duSf3tH/zgBxExG3MhqO1GZmkrQv2hwP6EUBrRFj2wvhC9ZlrhjGw26wUt6fhuRerWrcbOzg6efPJJfOMb3wAwoah3d3e94gQacNfr9Rydnc1mcfLkSTzwwAMAJoVWxuMxnn/+eQATHzCFei6XQ61Wc5vAzfa8VuUBwFTwSSjd5ROf+ASWl5fdxnT16lU8//zz7tl+9atfxYMPPggAeOSRR/DKV77S0eLLy8tejXebRwpM59GmpdMc5JsMnZOwnYZiMNmNwT6DtPuYyWSmFHQeS5+zdWlYxSrkd6YxYIW+BpJaV0taehmw3xVwfX0dly5dwuXLlwFMKGo1PPSadCFx7WQyGSwuLuLEiRMAJi6/8XjsXF/b29teHEq5XHa1D1ZXV3Hvvfe60qcU7sBkTXa7Xa+2gQp9NWx0r+Ffm4tOfPjDH556XhHTiNR3RERERETEHGO+TMP/Qlo6TSaTQalUchbe7u6uCxji5xpUoUiSBI1Gw6U1ANNWE99bzZA9shVqVdvUCpv282KBjUy+8Y1v4LnnnnMUtQ2G29vbw/b2NoBJagcpbGDS4ef06dOuUMnOzg6azaY7d7vd9iLAl5aWcOrUqVsyfo2y12YqpBdD7orRaORFoxaLRS94pt/v4+tf/zoA4MKFC/jSl77kaPETJ07g7Nmzjgk4efIkarWao8b7/X4w4AXYpzFDBU+s1WWp77TiKfa1PTbS47Pxrne9C+9973vdexvEZ/cC/j8zBxTW8g1F/BM2tcteL/RsGYmtVqWet9frYWNjAwBw+fJlXL161eskaLMZ1HVFChuYBH+urKy4NMhut4tOp+MC0/r9vpdhs7Cw4Lp9LS0tuYqC/FypbhsEpvcpSRIvbS3ESFq2KuLwmAtBHfIR6SantHO1WvV8H9YXaEvo2UVESuiFF15Izbu0gns8Hnv+Uk1n4nutfGYVDQo6paBvFFy8ly5dcikaa2tr2N7enso7VoWG42UDe/qgV1dXsbe3hytXrgCAS7/i8Xt7e27RLy4u4uzZs7e8vWapVPIENTcFK/iAieKgNYdzuRzy+bw7VqswNZtNXLt2DefPnwcwoQHvvfdeR4Xff//9OHv2LE6fPg0A3nmLxeKUb1znl44prepVGmbRtLPSvCKm8Wu/9msA4AlsGwcQEqTqIrN1wm1UvhXSs2qIW7pbU5LUncPrcD1vbGzg2rVrACbzttvtTuUd65pUt1Aul/NK947HY6doM/1Kr8s5vrCwgNXVVad4r6ysoFAouGP7/b6reEbaW69r3VO6z6mgptIdWs8Rh8NcCGputsC+NarBEpyghUIBjUbDbertdtuzgjTQjN9N802p/zoUOGIXb1rAiK09HSrLpykON9oHezgcYnNzExcvXgQwsRbX1tYATBaRbWJhffDUdhuNBpaXl13ASCaTcekfgJ/jCEwWHa3tEydOuIImtxJMhVIFzI7j8ccfBzC5f6o8LC0teXWH6/W6GyMDYLjZXLhwAU8//bR7HisrK3jVq16F17zmNQCAhx56yFnbi4uLXs5+q9XyUmS0lrS+VoSEcVoQWsjnbedJ3NzSEbJ402JSQuvZxgzoe3tOVcx0L7A5y0mSpArq4XCIdrvtfMfXrl1Ds9kEsF83QNkdqzRyDJVKxSs0lCQJ2u22p5jboDWunUajgcXFRae0A74PW5Ve5kKnMQ3Wj6/32yreAPCRj3wEEYdH9FFHRERERETMMebCotbUA/pWqX31+/0pC0+13TQqinSLbbxBaNcb60OxPi2ldahF2gjGNEs+lDJyPaVJlRp7/vnn8dxzzwGYRDvT72R96qzUpT5g+p0KhYKXatZsNtHr9aYoPP7earXqfFikxdQ/PxwOnSWgFiefi45hYWHBjUOfha1cZBtvvO9973MWw+7urteqj00JtJqS0uJJkjgLgiyK+rOfeuop5xv80pe+hJMnTwKYpHadOHHCFXNZXl72SiayRSCwX+zBWhshSjxE+x3Wco7R4emwaZs2DgDwKfBZVcoUfF6zWA5bAEXPrXsK5y4wYWjW19ddzMz29vZUswyet1AoeClZWrZX2Uhgspfauah7ZKlUcgxZLpdDp9PBt771LXddZaC0OiB/p46hWCx6lcsIrmXbeINj+p3f+R1EXB/mQlDrpscNzubrEeoDJuWYll5j/SI6WRYXF9131tfXPWrJ1nW2gSZ6jH3PMRM2yEgxqw/2eDxGq9VyC/nChQu4ePGi82O1Wi13nUKhgMXFRZc2RX+VKhcqnDqdjkeT22N1QWpu+pUrV3Dp0iWv4pmlqLWTVrFYdEKSm4MKVB3TYDBIDTI5fvy42zx6vZ7Xg5y/h/dRW/MVi0Wvw0+lUvGUDFKPly5dcmMiDcggO1Zoe+SRR3Dq1CmntOjmR1hBYWnTECK9fWvwrne9y73+jd/4DW+tpwV78XUoIExhhV7aerbX02OZysSgzmvXrmF9fd297/V6br7kcjksLCy4dcz5HFIAhsPhVBCkPVbnqhoZW1tb2NjY8Cqe2f2W37P9qFX5tb+frquoWN46zIWgLhaLnnBUa0SFNj/TgB/NnbZ+HQurZWv0o232YC1wa21bS3rWpJzl71LBoUEuFNIMGHvuuedw+fLlYJDXysoKVldXPU1Z8xb7/b7na7LFRCwroWxDt9t1ykK/33dtMIH94gpqwdJipvWs8QMqNG0t416vN/XMeE910+JGwt/DhgTaEpO/bXt7G8Vi0esJXKlU3Ma3sLDgosZ5bs6D5557Ds8++yz+9V//FQBw5swZPPjgg3jooYcAAA8//DDuueceABMlRNkcW6vcbpQqGEIBSKF7EHF42MY9wDSTYdevFdSHUa5CgtnGxOgc397edor21atXsbm5GQzyqtVqXgMbsgWalaLNMWywmM2UUbZhMBg45YBCXguV2L1XsyuUjeO6D7UNZl63VbzjXL5xRB91RERERETEHGMuLGqlCWkVq39G07NCdLGN1uZ5rP+J1wJ8yoYap6Z2We3vIMs5zc9lKVLbRMTmCNNS3NzcxJUrV5xFffnyZbRaLS96m/Q9Wz3SZ83rqBad5i+ylgetEW2QYS1fLduqz8d2NlOrmVYAx0gtnuOzlYvG4zE+/elPA5g8d7VeNMp6PB571eL0OfKcpM05BloqjHew5Rj53V6v5777/PPPY2dnx1Vs++Y3v+nSWpaXl73Si7TUyQLomDi3bZRyKFLZItLihwPXmHVFzLKoLWatZ/vsdC3p+XQdtdttbG1tOYt6c3MTvV7Pi95mPn+5XEaSJF7Kol5HaWXr0rO/h/uAluvVfUEb3gC+z9tWdrS1DUajkcdkEXSH2fv/0Y9+NHivIw7GXAjq0ASw+ayAX7Ma2Kdq0jY5u9jsYuU1FxYWkM1m3SKy5UZVcFshnrZ5KpVsYXO9laKmIFtfX8eVK1dc+gbbRNIPzXKYwH4aBc/DxabX1oVtc4OVOgtB87M1qKVQKKBUKnkbDMfEABilCblp2fuiaSu8L7u7u54A1a5o2mpwaWnJe28DCJUW73a76Ha7boylUskLiOHvASbzTqnwbreLS5cuuWIq//zP/+xcDSsrK3j5y1+ORx55BMAkzUuLyFh/nc4v63o4rNCOSMev/MqvAADe//73AwjT3laIEGn3XKlke4xV4pUC5tzb2dnB1taW63rFNpFU5qrVqpvDVCi1NoOtz2AFtf6/Kr0hqCKrSi+D1LTHtBYxsQV/dM3aGB3rAohFTm4OcyGobT9hTe7v9/up/mAKTfUzWYFko75DE1wXBM+j17HXtoJOYS3okFWvUZ3j8dhZl91u1xUquHr1KjY2NtxiYK9nWtGqwNia5xS8vK76T9lOkgKIdb/V9633QjeIbDbr/LzAvu+Ywk21cVqqmh+v90uDVmzR/j/8wz/0LF0bwW5jDfRY25K0XC67zZLR7Zob3Wq1vOvwtywsLHg1oBcWFrwqTnoPr127hi996Ut46qmnAEwE97lz55zgPnfunCu0U6/XvXlIhkLnVxTUtwazgkLTBJ0VKFy/NqZAYfcfbd9KxXt7e3sqAJSZEAC8oj0275hKqyoLuvZtfrb1Weu9sMWlGHAJTAdfqlLOfc22/QwZMJZNi/W8bx7RRx0RERERETHHmAuL2lZ50qhjW2c71LqSCKVLpPlyQj7oNIvaRoBbv5T9LUrFqlVJC03PpdqvWtS0pmnBNRoNL/o5k8k4zZ0WMaOxteUcj1U6jhQwr6kWHSM9aVkqFVYsFlGtVr3IbqXHQv5eS4Xrs7GN5vleWRCC95n3z1Z+4xg1z57v9f5rBTdLE+oY6H5RmtzmrPI6/X7f1UgHJmlsa2trLj/1+eefd2VLT5486Z4l76n1uds5mjZnI2YjzaK2rMWsfSFkSVq2ybrJOJ/UoqY1TXcIsw84bzVinHuCtqNUH7D1V5Ml4zXVGud+akvuAvsMkkZ2K4tkXTJaF4FUOKFMlbWoI24ecyGoNZWFfhtteZiWzhSis3Vi6aIJCWpLYVEIUuDQn2R9WrYAgi5u2zbPFuCwglqFkaZKlEolNBoNV4Dj1KlTqNfr7vf3+30nmFutFprNpqvXTT+/Lhzb65l08O7ursvbBODKEaogUWGrNLT9PUrP8Tj97Wm55nt7e57CksvlpgqTqADVwimlUgmlUslT9PR32wYpu7u7bnOs1+ue4NbSi/Qh2iITmtrF+bK4uOidZzQaeTXG/+Ef/sEpXPfffz/OnTuHl7/85QCAV7ziFV6/YFUW6M5IUwojZoO+auK3f/u3AcxW4O165hxQP+4sQa3fVQGbz+dRqVSc62ppaQnlctlr8cq1zyBGKu3cx1SBtVS3KrmqIJdKJa9QT2j9pv0efc3jQq02eV29B1FQ31pE6jsiIiIiImKOMRcWtQZoUBvTAA2bWqQaH7+jf/X1rCAQm2ahGI/Hrmxlu92eitJNoyFDGrkGQql2Tu1XtVG10u69917XJMJWwarVao5Gu3r1KprNZip1NhgMvKYbALzIzkaj4VKLlpeXUavVpoLA9B6lRbRba8Nq4Lx//O1K333qU59y52egnD5XjocR09o4QCNktUOZZS+KxaJnuQ8GA8/SL5VK7jOWYlRanClbvC7vIelDtb6r1apzH6h1cf78eaytreFrX/saAOArX/kKzp4966jx06dPY3l52T1jZXNsUZ6I68Mv//IvAwA+9KEPzUxvSku/4nt9zjYS2lb2UgZGm+HU63UUi0X3bDudjmPwtre30el0vKwQzUBQ9obzSpmrSqXi9i66qmwQGH+L/rV7TKgKpL7nb9b7yDGRvYi4NZh7Qa3+VU4EXSj6/6E0i7S/9vqqAHDS8X21WnXVfGykuYX9TP086rvWcxHFYtFFBx8/ftwt6hD6/b7zgV64cAEvvPCCqyDGVpW6sDmmQqHgddtZWVnBsWPHXOlM+p31ntuSqLOoPyvE+Rk3MPXfseav7TpEulHPSyqPvm0V1Lo50metsP5F9VFr/EE+n/fKOHa7XY9S1Mp3w+HQ5VgXi0WPjk+SxIvoVQHP6lSkxZ977jncd999OHfuHADgVa96Fe6//34AE6VJfYjXUyM+Ih3veMc7pmjwNMU75LNWwWbTRfV4jXFg1zqN8t7b2/Nqf29ubgKYZBFsbW155UVVadT5nsvlHL0NTJS7Wq3mlR/VOgSz9ieu5ZABoy5FYHofHI1G+PVf//XgPYy4ecyFoFZNzVpBmlrEiaTH2vQsIi21RTf0UCqGXkdB6zVJElcbXGHrXVvtlP9vwVxGYKJlc4GFhPRoNHKtLZ9//nlcvnwZwKQfdbPZdD5rBpRo3W2et1arodFoOJ/p4uIiarVaatoFhQ5fq4+LFnNaeksoUItC8iMf+YgTetyICAaHqdVvLXWtOWz9YcoshIo5KFugY2eRHGDfEtGcdxXUbLHK8Y9GIxc4NB6PUSgU3D3Xe7a0tITV1VV3nXa7jYsXL7p641/5ylecRb24uIiXvexlePDBBwEAZ8+edQxLxM2B1jUAfOADHwgGohIhNg4ItzdVi1x9w41GA6VSya0PpgYyAHF9fd0J6maziU6n45X2VIVSYyW4tqkAUGG0glXXsw3+1LWvMT/2Pth6F7oetB94xK1H9FFHRERERETMMebCorbUk6Vq9P+tT0gt7FmpLWlNNggbuRmKCud51DK2PqlZYIS1jeJVy1GbuCt2dnZw5coVXLx4EQBw6dIl155xZ2fHq0wGTDRrsgD1et1L89LGFCy0oHSwQn24pO6t/zpUXpWR5hpFPRqNXMN4bdVXKBS8yH8WvKGVbVNK9NpqIRPqgya7wPOqxc85oTS9tSaUEdD5xWIR/K22BKq6Hmy1J6XneQ845maz6ShPYJLq9cwzzwCYdPT6zu/8TkTcWtgsjMOuZ1tWU+MkAL9JDRv/2JKirDy4sbHhGDE2ddG5qp3o1ILmWrYskS14QlgL2r5XWGtaC6swZoPV3yJeXMyNoNbNXieM+oBCAUlpJRf1GP5VIRsS1DYALeTXSZIEi4uLbjO1fk4dp/0uN3t9r37rQqEwtWnwOlevXnX5ucCkRR19pOPx2EvJWFhY8Npeat5uqVSaSlfSqmYaG8D3msM8Go28HrQaDGepbhW2g8EAv/u7v+uum8lkPLqOXb2AyUa1s7Pjfh+wPw8omDmGcrns1fpWPzOD6NTPrKkte3t73ndtTXGlMe190WOBycbL8dP3SCpc0+4KhQK63a7X/lOpyuFw6Dbszc1NrK+v46tf/aq7TqQYbz1+9Vd/FR/84AcBhF1mVsFXRdu+tyl9+ly1lv/29ja2trYc9a2uFO6BnJeMgaArRasB2roBXK/WUNE9za5XXsdS36HSzrq+f+u3fut6bnPETWAuBLUKA05oTpB2uz0luDUgiRYKMDvq2yLN78Tv2uhPO1ZGaC4sLHgBbyGopav1rq0GTkuM36HAAiaCeWtry23+6oMG4DWBWFpawvLysrPOtUQr4BdZsQtby5sCvtJhi5ioNq7n4nk0OpVt7zS/XJWwTCbjNh/WD9f2prakrAp13dT0t2azfmtNPleda8C+NWubKlhLXoW8zsPRaORZTxyHBpOpP14tZgpqflcVt5WVFc+Prk0aIm4tmHN9GOGjc0TrXSvbwveqJGr2Rbvd9oSzVfa1iA/ZMa5vWzzIsjnKCtj4HRsYqmvH+txVqNsYjZgjfXsRfdQRERERERFzjLmwqK1vRGloq9WFoNZzKEUrDbN8UdZvrhqp+l5rtZqnDVObVavNRkLreDOZ/c5QSiNT+6ZFTT+0pqipZasNOxqNBhqNhmelKd1u8zBtQX3rn7fj1ajRWffPpjOpRa2UM6G0slLYakFbnzojrrWal1rBoUpS6nNXes+m6LFiGsekn6vlS4qTv5W0Oceh9ztJkqlqaPreVrJT5iGUSRBxaxGqp2DpYuu71fWhpUBt8wy1qOmHVitcn7Om97ERDte7ntdGX3M8alHPWs+abnnQeraMWcTtw1wI6lB9WQ22sTStbuiKUEETO0FtMJFeU4+z3+N75s9yTE8//TR2d3dd7ivgU6ia8kPhpfSyDeZQWr/b7TqaNFSTW+neer3ufNK1Ws35bjkGW0LUFpFRxSIt3YpjTCuZaP//z/7szzwlhGPh+1k0m6XhuGnVajUkSeIE6Pb2NrrdrvNn7+zseP5klhgFJhue+g0p9NMUPc1ltULf1hfvdrtTPbb1XBo41+l0vL7c2g5R78t4PEa9Xnc570qtR7w4sC0ygelOe1aZs/uILWMMTAvqUE1udQtpSiXbx2rwpi0hqsrmLMUiFJtz2PX8yU9+8vA3MuKWIqroERERERERc4y5sKhtWpVqdUrb2iIltD5C1CWPtefV97MCzawWyveDwQA7OzteEIha0FZjtYEdIepb2QRrUdNSpBWsNK5GPlerVWd1smQgz9Xv950mz05bOl7V0C0Vfph0FS0UY6P3bRH/kLXB9yHakX81xUqtehaVoNWpgXJkIHiebrfrWUS2AIpG3Y/HY9eTmu91jJ1Ox0XsDodDrzoUu49pmpjOYe2ZzeOsi4DPQqPWQwVzIl4c2Khp/X/rlrNU8iyLmvsGmSutCqbZH8oEcV7yXJrmxflu9zldL7P21xB0D027DxG3F3MhqK0fF/AXik1ZssJaIx5D+dBp5z1M9TK9LsdqU37G47FLqTlz5gySJHFVw2xEpo0str4pFdQUqjwPfVf83RQMpMm4sBmRzE1B21oyvzdtTNb3NKsLjq1+9EM/9EP4p3/6JwDAX//1X09F64/H42DOclqEfmhzsfMhm82iVCp5QkxTwjSfmeVG0zIMtGoTAC9ifDQaeeNrtVouB3ZrawvLy8uuoli1WnUpNfzt6r7Ram+8/xyjzi39DUD0C95OvPvd7/bev+c97wHg7z9WUAN+iV0rqG22hc43XdvMu9fsBY2X0BgZruW0Mdl91e6fCpvm+sd//MeHvFsRLzbmQlBrkBSbKmivZd0g09ISgOm62lYYWOGsvmJbOo//z79cYP1+H/1+3wscyuVyXkELXZA6RmtR8/vqU1VBrb/NpkJpz+hKpeKEA2EDV1RQq2AIFWxJs6jVcuZnmUwGb3jDG9w19Vyaa5zP5z1/vf4e3iO1dEOWCq9px8qWlPZYLUPK62hOMwPRyFp0u133Xfbq1Y1U625vb2+758PyrS+88AKAiR99dXXVtShVwWxzVamMqd9cS0Wq7zsK6juHUNGcNEGt81YFtVXQrSJLwcziJppSqQGHVlBrkFeIAUuzqEP1J5IkiQJ6DhF91BEREREREXOMubCoNRLX+nmA6TKiWl1MIxxDUd96XqtZ6nGKEGVurTB+nsvlXMcpPe/p06cBAM8+++xUdR9rFWrUt6X1lepW6lgLbBSLRa8wBq1pLUlI+pSWuqZZpLkdLLLZLN761rdOpZuFij5YXzLHF4pAJZ2tVrNaBrPSkmidWnaE19Tz0meuDQ3U36eWCatIpWUWsJUlMGmeoeNttVoYj/dTypTWrFQqXmU1WttkR0LNSXi/Nao84vbife97HwDgXe96V2rMCWH3HP1/ZWjUjaNrnawKv0trWtvW2s54NotDkbaeM5kMPvvZz97I7Yi4zZgLQV0qlbwgHqUvNZiMaVtpnZ5CFJDSO1Yg21KfClUAxuOxo47p59RUilqt5jZ/raYFAPfffz/+8R//EcCkYpj1EdkxWaHExau5mYDfkYl+egocBqEp9a1+TkvHhxZyyH8fUqLsvVMF4CBFScegFeYYfDVLmTooaJDntUqICsVqtepRirxXwKR8p6ZN0Ueo6WWsn84+1/xus9lEs9l0bUd5XWBSd31hYcFLN6vVau69pv4Bk7Q0UqBM6Yq4c/jABz7gXr/97W/39glg9jwF9lNKrXGhBggVdg1G1HgVFdSc4zY9yyK0nmOA2EsHcyGobTtCGzxm+0/byGIeb314KpxDglphhboVKhqVOx6PvRzmWq3mNlPWzuVYWq2Wa2H4l3/5l3jLW97iKR6qdeuCtxuALUpg/ZwaPNbr9Tw/ltbotRZ02qLWZ8Brvu1tb5sSinpfdcyj0WiqbrDNgedrWvmqhOjmYws86Jj0Ptrx6rj4Vzc8W8TE1hBn1DUwaZqgAr1UKrlI82q16vkjW62WK/nKe8GNtdVqodfruYhxln6lda7RvmQhom96PvHhD38Yjz/++FQsRWhNWQFqAzH1e/Q7axEfzQzQNWwV2rT1HFofn/vc527wl0fcbkQfdURERERExBxjLixqtWpCdLb6aVU7pDVtaXNg2j/Ez/XYUNUtwlq6qsFa6rtYLLrvjkYjFItFF0l86dIlXLt2DcCEVv3CF77gNOPXv/71zvLkNUNWoP0MwJSfWS1FMhRpzSYU9r7rfeb/v/Wtb/WOV1+yHZfeJ72HpMJD5TB5HL/L64fyhnO53ExmRH+TfU2rRn1/eozOj0Kh4M2nVqvlWdT2WWWzWa/0J6PGeS/oX9ze3vZSxhhLQAu70Wg4Sj2bzaLf70+1E42YH3z0ox91rx9//HEve+F61rPdY2zmyEGR3UQoklsZpyRJ8OlPf/omf3XE7cZcCGoth2mFsRXMuoHbIhr8P/2epcl1oaSlSdlUILv4GCgF7Ad+6OfZbNZRpl//+tddGUp2duJ5P/OZz+CRRx5xPYZf+9rX4u///u+9axMcO6+jQWmkuTVHU+nW0AavMQA8PwC86U1vQq1W84Kb7D1Lo771vDYVbjweez11dVz22TBnWa9j+zfrb1fM8rvZucJAIHUh6LEaoFcsFj0/OrDvM261Wl4KFlsSks5mahowcUusr687//X6+jra7bar6c5gRf1erPX90oAKbeLxxx8HEJ6XukZU+JLmtrUO9L2FFdD8G4PF7g7ElR8RERERETHHmAuLGpimTBVKAVnrFTh89KJqsKGUCmvh0SLtdDpT3aY0wE0DoUjhkvpeW1tz56FFRgupVCqh2Ww6anw4HOI1r3kNAOCLX/yi91ttwJkGGdnqRNS+01LR9Lw/+IM/iO3tbS+1y0axWovZMhxaBlHvtTIPSZJ4AW8hSpqwc0ADawgtE2rPp1CrWJkB/atzjyDFzu9Y5kHTaejq4G9rNpteQReN0E+SBEtLS15Vuc3NTce6JEni5s63vvUtr/kHmzREvHRAK/tnf/Znp5hCwKfEdf3aokM2iJOw5/vMZz7zYv+kiDuAuRDUOkk10hfwKWn7Gb8XimLmorAbeJqPiP+nx1E4M1IXmPa1KpXNsfV6Pbfxbm5uOoGq1amAyQbfbDZdRautrS23Gb/2ta/F7u6u55//4he/6AlqiIokzAAAIABJREFUm0tpF7Let5/+6Z92v0WPGY1GXhlWCn0r1PQeWf+yRiVbgUswwloFrD7HWZGrochWHa+t8qRj0782ZY90epqbRc9rXQ/aprNarXoKAVP4tHuZKnZa7pVzSfO1ed+azSYymYwT1ErNR7y08PGPf3zq/37u534umK5oXTKhv1EgHy3MhaAGfOGiQT3awMD2D+b3QjmEdrOndaSbcpqg4DgoqK1FXSgUnAC1vZkzmQyuXr2KK1euAJj4MXlMsVj0ykVms1msr6/jwoULAIAnnngCDz/8MABgdXXVq/vMlJ4nn3wSwETgcrPnPaIl1ul08Oijj+Lbv/3bAQCvec1rnD81ZEVqgJZtm6e+Y+uTtsqQ3kfLPCRJ4vy8PC8RKt+qsOlX+n2OPRQUx/+3AYr2PKFUNJYMJdrt9pS/Xn9bvV53PmnNg+Z7Pptms4ler+cJ5pWVFRw7dgzA5DkzvqHT6bjnAcApfxF3B37v937vTg8h4iWC6KOOiIiIiIiYY8yFRa3pQDYCGPCr99AiAyaWSj6fD/onDyrkYaO+1Z9qKXW12klFqmVox7q2tuYs6sFgMNUdSxmCbDbr6Ognn3wSJ06cAACcOnUKuVzO0Z2dTgebm5suOlhbMhJK03Y6HWdFq8/XlimlRa2Rz71ez/Oh8ruzok5D9zpEJYdoZoLn5XHWFWHPH7qOfmZfhyxrywjY8aSlRKklTutaU/ZshD7ngPV92ypstiuaVqGyEe4RERFHA3MhqJUGpKDWmsuh1o7AhKZVQWIDmyylrQqB+lZVIPOv9dPqRqpdlSx2d3dx9epVrK2tuXPZ8amgrlQqjir95je/iVe+8pXu2Fwu53zjFLzctCuVipdnzDrWvJ/tdtspACqoeQyvyRxgrbzGDmHARFikVX6zsPdfx0R/8Kz8T6us6blCqXL8LA0hwauw37VC2XYDs2mANo6Cx7LqGt9rTvWxY8ewu7vrnuvW1ha2t7cdNa6d2CqViqcsREEdEXE0MReCWjegkM9R279pYQla0yG/tA0GCkUSEzyHnkfrPKvfkK0TrXWmdbbX1tackNTyojbIazgcIp/POyGp+bWbm5uoVCruvBsbG9je3nYbfKPR8O6hDXRS4aZNRPh71cdrBblGWVvr20ai67NSq1KVIt4fVW60tjEw3W5zVuzBrDFYpsQqShb6XTsnbCaAvRequKQFNPIz27iE939xcRG1Ws0LJNIgQdv0JCIi4ugh+qgjIiIiIiLmGHNhUQOzGynYqGNNjTroPIe5prWAmEaklb7Uf2r9wyz1CEyoTFabAiaWr7Xq1UpTK1TTunZ2dlx3J2BiUXe73WBTCt6jWfnCaT5dyybk83kv9Uut7Vl+5dCYlB7mPTxsepyee1bpzINS7OxnanHb8x5EqaelkFkXi8Y72M9t3rc2AgHgdUFjtbnriQ2IiIi4+zAXglpbVwLTdW+5cfX7fY/KtJupDRazfy1NPosutZ2r6GMsl8tTpSS1RCS7JlFQ12q1KeGkgsK27STF3mq1vC5cm5ubrrQmj7VCiUKASoMqNPxM8335PU07KhaLHv2q+cAMOrO++xBFTWGlHc/0vRVkswSjKjcW16OY6Tk5ppASY8+tn2msQpqPm7819JusomVp7Xw+7+IwmFMfBXRExNFGpL4jIiIiIiLmGHNhUYcCuwiNHGY0eFpgVIgOTrO+9Xgeq9WubI9sRuKWy2WvCIvtTGWD2Oy1rVWv38/lcq6H8eXLl/HAAw8463hnZwfj8dirpmXvk563Vqu5fsnWirfWoFrcNuJdx8dAs7T0ppCFaSPrQ/eEz8lS92lBgmlBgRyPntfS0iF6e5bla9mH0P9zDmqAYaj8a+gzC2UPaPFrwZyIiIijh7kQ1KE0GqU9Ne0otPGG6ODDUqF6Dht5qzXG6UdkVTLdsG2pTKWzQ1Rqmo80n8+7doeXLl3yOmKREtfzWuGr988KaluJTJUbFTLqE7VjTPMzh9Lj9HiOKe35HIbaTfNfz5oP/DztvR2//l57XgBTrUP1mvb+p4HXP0xaGcus6vyPiIg4epiLlU9LDZhOJeLnwL7VyM2SKT+zgp3SoIIuSSYtCukLp99W+ztr3eZQSo+mKBUKBa+0aJpgto0eisWiS+taW1vzhGa/359qvJH2e4bDIUqlkvNxqsAMCSdlD2yAmyoioYA/y2ikpX1ZBYbf5/jsc7MWqT02Lb4g5PtOYxPsc7FjsA091Hev1wrFC1hYf7tVNJS1UAvaxmtEREQcPUQfdURERERExBxjLixqwG8fqBa2hfUx2hKeauXYCGe1xELUZlr1KwBekRVbXtTSoKHo51mf0cosFosuWnxjYwNXr151763fWzte2XSsfD6PhYUFFz2s46P1p/ebKVnAhKUIte0M3W/71/rqFdZ3fxCFflhqfBaDMosuJ2bNM71PGrFuf591aYSuexDTE3JpHJROFhER8f+3dyZNcRxbFL5Az2AJgSxLlu1wyOGV/4D//97aKEJWOEIeZA22BiSERNMD8BbESU6dvlnwdhXu822a7qrKysoq6uYdcz3ohKDm9Jx+v99Id9KXNPsDIdQzQa0CP6sfzYFOLHCxLCG/PCH0kL7E/dOAMt7OQo/9wDgvCwMO6jo8PIxnz54V8zsqealpGe3xGI5Go9jZ2WkIaoyR9mUwGDTM0cfHx400MA30YzRYS/PNebw1gE1rnre5LfgcOgHQQDQma08Du2qTAEygePKAqnTo81UTiCyYTH9TV4O6NPhYVygzZj3phKA+OTkp0c1YhID9hix8I5ovOV32sla/W4tQ6D780s4EEE8O9AWvftHRaFRe6FqGkv206D/a6vV6Rbien5/Hw4cPG8VQWJvltYlZ0PJ5oAHyJESXteR+8LhwGUsWkm3+bp0EcZlQLnyCfXXc+G/VWLNo7tqxKqCvimHQgDc+hsu9TqfTtP9q1cksJ0D92ZgQZBq1TgTaAtCMMf9d/J9vjDHGdJhOaNQR7VqymglrmkWmSbVpUzUfJs7PWqhq9TW/ZOaLbdO8tA/QxE9PT+Off/4pvnHVTHX5TDZXTyaTGI/H5Vj1bXIf4Ovm69N0pZpGrWSR2+qf5+hmPk7vt5YuzVwg2Pf/ScVr6y+TWVn4udRUs8yMnmnG+rxkpnCg0ej2URuznnRCULNQgSmQhaSWs4SAglBhIcOCgU2Kavpmc7a+lJGGw37omrDNgrN4tSQtwYn1h4Guxc37ailPFm6LxaLxsj85OSllTvf29hqrdrGZHEVj+DsHSiFfPAu609Qi9S1naUoqgNkvrSb7bHKmoD86MaoFn2XCjY/l62FBjGvlAL3hcFj2zdwbKmyzZybzW2twoj5f6jYwxqwXNn0bY4wxHaYTGrWuTawmYdZM2CS9XC4bqUVtZCZGNUNzFDVrwtvb240CJlnAD39yZDqn9GDxCy5gwSuAqdavxUR4LHjb2dlZzGazUons9u3bMRqNyjEaea5FQFgjZQsGxoK1PTUXq5uiVkUuiwLnc2b3UMeUx4E11JrJOaMW5MV953PqM8KWHh0XLaRyHdM9tvFiHRzZr+Z3Y8z60QlBzS//zG9bS29aLBbV+sc1XyBvr0US4xNClM3t2j8VHHjhZmlU2n4moNQvmaUjRTSFCkpbwvR99+7dUtUKbarAZ9QlwJHebT5p7ZP2m9PWMDlgQV2bNGHfTEDV4gqu+g3Hqjleo7e1jayEakSzBvpV8Q/6nOn+GknP/dGoe2PM+tEJQc1aW0SsaHj84u33+9Vt6k9te4FCW4m4zHvmFy+vEdzv91e0pbY0Hq7RHREr6Vi6pCe3XRNEKmS4ffx28+bNiIj45ptvGrnoOp4qRDKNNBOOW1tbDR+7jnHWPx5jHsc29L5xHrjmnmeBZ9n4Zd/RDlsmalYWbNNJF8ZFfdRtgpiP1z5g/4goOfSALR3GmPXBU3RjjDGmw3RCo2Y0slhTfCKaftDMtMxkJtXsnLoYCPuZtUiJ+kxZKx6NRg3NMdP+uD/cR7UOZBYBhqufjUajuHHjRkRE7O7uFrMp9xnn1Ohqvh7EC2jVNj6fkkVZQ8vVBVW4zzyGWpqUNf3rmpXxvS0OQS0A+pndA/RffezZCmnZsbxPZunJYh7wt83dxpjOCGoWbJoCxPnCHBiFVapqpRWvMkeqebWWSqTLC7Jg1rzgnZ2dmEwmxXSugiIzKdeChTKfLgsOmEZPT0/j5s2bJZhsZ2enVHgD6n+tBTdhkpGlx2Eyo+PIEyX8jXQyDYzi+AL2++t1a6BXzbSdCT71r/O1axnTmv9eTewQzBgXTQXU/tcmWbX+Zv3Xe942aTPG/HfpjKBmWIvOcmRZK9MoXi71GbEaXVsT3Kenp0XwnZycRMRlTrGW3NSiK+fn5+V8k8kkvvzyyzg4OIiIiLdv3xYBOplMGjnWy+WyEf3MAVbZy58F2NnZWenv5uZm7O7uFo0aghbnYcGbCQpdBGW5XJYxYJ+05mCjvczHjnx4XM/JyUn0er0S/MdrYvP9wbWhPaVmEcm0Yr1WfQY0aI3R/GxcG0/aannfeD54XGq+8ixQjCcAvNSptWtj1hP/5xtjjDEdphMadRaJ22Y2ZM2LNUfdVz+z83AfWFtltKxmpu2yOf7u3bvx7t27iIh4+fLlSgQ0t9Nm2uRt6kvmfm5tbcXu7m7R3OFnxna2CGRmWf6uJn3No+bP2j1CO3of1ZSMv3WltJqWm52nFk2dXdt12wSq8TNZ2lrND10z46NPtXuhvnubvo1ZTzorqAGn5mAb179eLpcNX2xNqGRo/iz7U3WNaQ0e45c/+zn7/X7cv38/3r9/HxERjx49KiU8UZxFTZvsk+QxyQLh1LQccTE5uHXrVjF9o9wlzLRYQ5v7q+dh8zuWGuV7wGOppTEzd4KmYnF/ce08KeAYAY0fYDQgsC2YTIP1+DecJws202O43dqksE2QtwW06QRSr5XN7RbUxqwnnRHUqiVnxTqytac5rxq/AV2zmbVMDoLCS5Urng2Hw+Kj5kjpTBvldmezWUwmk9jf34+IiP39/fj8+XNEXKz1PBwOq9Hemg+sWr5WFOM+DYfDODo6ioiIJ0+exMuXL2M6nUbERST6t99+GxEXxVAw2Yi4rFrGbbXlsatfn3/TamPcDi8agmvmOubcTi1gLEP7m01E2jRWtSbw86K56jxJRNugZgXCsYw+73o9uk2tHcaY9cL/+cYYY0yH6YRGfZWvU5d4BJubmw3/K5tTcVxNe8pMlWzi7fV6RXtSTTDTbFgT297eLlXC7ty5E3/99VdERBwdHTUqnrWlY2X++Ezbwt/T6TRevHgRERGHh4fx559/Fk1+PB7H8fFxGZdbt26tVEur+XozX2ytTzxOsGDo+OhYYhtrpJl5OzsO1Cqvoe86ptpu9vzAwqK++qzMaBZbkPWT2wVt1gRYO3SVMWPMetEJQc0FRWBe5HxVwGlQ+M5kL11O0+IAJt62WCxW/MwqLPi4tuAgBFGNx+OIuBDUz58/j4gL0/etW7cavlk1veKc+pKGuTpLXZrNZvH48eMyZu/fv4/Dw8OSvtXv94ugfvfuXfz8889x586diLgwi7PgUP8wCxYV2hiLrE+1cWIzuaZ18SShLU6BJwfwG+NYLTfKcB40tmvOPscPsE96Pp/HfD4v2yeTSaN/fN5s8sPX1jbpULcEF1axwDZmPbHp2xhjjOkwndCoMw2Df4NmOJ/PV7STzDSL49V82hbhyxpRRNOcyhpeFkms3xeLRTFxP3jwoKRqzWazRsGTrOCG/l0zhbN14fz8PD58+FC0xdlsFv1+v1Gw5fDwMCIi/vjjj7h3715Zaev+/ftxcnJSDZbjcUHBkywavdZ/gEBA9HE+n5fty+UyrZyWRZPr51Vm5szcrWb9zPSNa0PENbRt1nZr6XxK1gfdppo8j4s+e8aY9aITgjoiGi9AfUkjvQkvdxXs2YsyE+JcXxr74JPb0fQe/g3pMhoxzu3OZrPygv/hhx9KNPZisYhnz54VYbW9vd3ou9a/5nHBb3weNoWysPviiy9iOBw2lul8+/ZtRFyYvn///fe4fft2RER8//33MZ1OV8Ywi45X4ahChsF4sumeI735Hi+Xy0asAapx8b3jMrI6ieK2MsHGQjDzAbMwZhM6r5M+HA4b1es0Ij8T8vy3TvB0EsjXx/egNvExxqwPnRDUKpj5BT8ajRr+a06b0Zeeapz6yeUf9Zy8HX5B9h3XfKYq1FVDjoj46quvIuIiyOv58+dl4oEXMV9H7WWsPl8VjiqAOLecLQKDwaD4W7P+4tox5jzebAkANV+sWgAywccTABbUuA9ZjID6abWkaZtmjuNxHlgVdH/0KbMWcBEZTIQg8GsFUtr879x2RKzcN51cGGPWD9vSjDHGmA7TCY06opmOpabMtuUEayZGLfupBSmy6leqEbWljbX5qPn72dlZSdW6d+9eTCaTolGfnJw0CrZkFgE18XL7NU0L5mrWNnkMp9NpQ6vn80CTzNpmS0d2zTUzOLfP5mj+Oxtv1W65nSwrgNvncVAtvxZtrkVwtL9q8dBnL0ux0uvPPtV9o755a9TGrDedENRafSwiGkFHmrrFQkeFK6ey8Hctg8nHqtlSzZO1IDRsy/yI+JzNZsXEur+/H/v7+/Hx48eIiPj48WPs7u6WoC8tW6pjxOdC6g76z8foZELzf6fTaVkdK/Pl18YmMwXXgqT0vGz2xjY1g6srQtuKuEyxyiYJvB/ayXzW7Bvf2toqK3pxsNtsNlsJIlRfc5Ybzu1z3zktjSueDQaDleeYYyUy/7YxZr3ohKDGWsURkb6EAYQkXqbIf77OC0w1uix4il+Qqn1rWxxxzXm8qvHxusuj0Sh+/PHHUojk8ePHZSENwMJVC7bUAucyWDiwf/v8/Dw+f/5c8qoXi0V6vdx/CBb4YtsisDNLQMSlUOSgKfWr8/jyp15Xti0LEsy0UX1ezs7OinWBS8HiOcG16+98ThWkWuqW+4D28NtisWj0UwUz33PnURuznthHbYwxxnSYTmjUGlFdW3kIaB5spu1kUd+s6Wgkblb9quZrzHzbbXnIHCl87969UlI0MzurRs3n5c82H3U2XmyxWC6XRYvMNGrtP2uVmY9XU9Wy/mGhEzaFs7k6cy+03Xumdq8yE7Q+L2zuZlM9tmnedJbqlfWVf+PnA/cV7WgJUR43taLwgiDGmPWhE4IaJRgjLs2u+h1/n52dFZ/i9vZ29YWugUMqfDNfKy+fySlKvV6vGiQFP2LNdM8vVxQ7wW+7u7tl6UvuN86p/eTttRxvbNNcYzY5z+fzkga0WCxWzNBcLAUrcKF93heCD/eHJyU4l6aesZDkdnRlM71X2WQG7WrQoI6VHsfPBJvc+Vp0soA0NTZvq7+ar6dmmsdxfJ/bguj40z5qY9YTm76NMcaYDtMJjZrNvIPBoKFl4HvEanS28v9oHJlWxmZZPpeaORloXWpq5+hzmJnfvXsXT548idevX0fERXAZa20a/VvTItuuAX+rZqvt8mITg8FgZTUtDj5TV4Oel6+1FiEO828taIz7jwptWREZDaZDf2uatAaOadBcWyWwLPpdswewje8j+lsLXMQxeh1Zf/W7MWb96ISgjrg0EY/H41KuMeLipc2lMNnPvFgsWv12GiVde2lrOlaWLqP5wyzE2SSK37jtg4ODiIh4+vRp/PLLL0VwI+KbTbJq7q2Zvmsmf+4zTwDYfcCf8/l8JXWKK5upabstP73X6zUmVZrHzXXOa9eFY/V+sMlcq5Fxe5kboS3eASl/GBP1JYPBYFCyDLAd/RgMBo1nTc+TXatOGGplcK+arBlj/vt0QlBvbGwUwYAFIlDi8ujoKHZ2diIiL7nZ6/UaxS9UC67lSmMfbFPfMgc+8b7ZS5ZrdOOFjtraT58+LcFj//77b/R6veJjh39aNVY+Z03j00IeEauBaJlFIOLC34o86uPj4xiPx2VfLHxylY8c2zgneLFYNIQop90hmI+DqHTSALToTabFZ39rW7VgQCUT/PidJ1E6SeEJI/cP181pVfqs4flWLZ/jITTY8LrBg8aY/xb2URtjjDEdpjMaNVDtijUvRIO3mRjbNED1B2saErej21l7VfNrr9crFoHPnz/HwcFB/P333xER8eTJk6JdT6fTuHnz5kokOKd21dKb2lKWuN+1sVBrAs4Js71q6jXtLTs/a8aaqsXjxqbxzO+s2mp2n2vj0DYubRq4RnrrtrYx1f7qNr6XGiOQlW7Va2H/f0Q0FpUxxqwPnfjPZ1PrYDCIzc3LZf/YLIsqUjAbIseXX+gaBKVmw1rQDi8TiRdkVqo0E2Kj0aiYkl+/fh2PHj0q5u4PHz4UU/fe3l7xZ0ZcCklO3eEUH0avIzPL87VpWdZaKUz4f2uBSpnpXSc73H+AdCYcPx6Po9frlbQvFbbZZC2bLFwnqI7/vmrSwYKarxdjxJNEXkmMrxcrkvE27gtPLvX+oYQoYPcBJja8qpsxZv3ojKDGi2yxWMTJyUkj+Aka6HA4bCwvCH9eTchk0dpZTipe2JnAjLgsfwl03ejZbBbPnj2LiIiHDx/G69evS/7xzs5OIyqaQd+z3GL106qm2+Z/zawFut4xJjufPn2Kvb290jes+Q20iEmmZWaaL3y63A5ytiOiMWFR64FGfWug2VUFcWr3WoMLVWiy5gsBmdWIx6dOlrSfHEnP+3E/EFiIY3niyUte6jgYY9YH+6iNMcaYDtMJjToiqiZGLFoQcZmexabANtNm2zbdLyIapmJOA8vKfHL0Mvukf/vttzg/P4/xeBwREZPJJDXNc/9Y86ul7XD0MY6tpYS1+d+xHab6g4OD+Prrrxt90OjyNjO8atQ1q0RENEzD2fKebSluamnQvrSNQ1v+Me+fadsamZ5p+UoWpc1aPZdlRZZDZunZ2NhoVOkzxqwnnRDULJjPz89jMBg0zH8wASKPl4WImliVmtmWha2aSmFexXbN1eY+fPr0KX799dd4/vx5OXZnZ6fhiwUqdDP/eVY3G7QFw/F3dQewjxrfsYLXixcv4sGDB2XNbKSb8ZjX+nvVZEFX/2KhzxMumMUBCt5k5u02Vwe2s585E5YMC0I+53w+b4wDcqjZRI1ntt/vN3LEcQwLexbMfJ9xfmwfjUYlpmE0GsXm5mb57mAyY9YTm76NMcaYDtOZKTq0YmhBGgUOsuAmUAtAwr6MRj5rgZBaBDYi0j9+/BgREW/evIlnz57F4eFhRFyYuvv9fsM0zmbr66YVaRpSW9AU759tU4tDv98vWt/79+/j+Ph4ZTEK7p+aumspcJl7AL/BGoL7ytXQapq6Wk6wr673XBtTaPCsvep+2fUArj6GaGxOa0NAXkQ0FjqBqT7LFNB7AUsDzjMcDos1Bs9RFulvjFkfOiGo2XzNAjviwvzHJr+2iN82s2dbhC8ESE1Qc5T35uZmDAaDOD4+joiLdKxXr14V0+WNGzdWSmVymlfm782in7VOtPqOGfV11z7RDo/n0dFRTKfT0l/4569TU/309LRas1rN/PP5vJSHjYjGqmGZS0MFtVLLS+b9UeGO0/nUD52VK0X7+gywj52ri0GIa249P9Nwn6C+O0eXq5uiFtmv6V/GmPWgM4KaX9rz+byhBalflgUs/INAhXMt/5mFJoQCL1TBtZ6ztCrWIvllrwFuKkA0+CoLVONt/HstYEy17+Vy2RDGEIQRlyltuFZohhAyEKBaGxznUQ1bA95UqKKPaBfpSKgxzuPL2iprmRsbzRKzOrnR5SdrcQk6odFJCQtXTMi4rel0Wvo0Go1iNBqVfTU1i589HoeM2mQHE6GaNm6MWQ9sSzPGGGM6TCc0ao6mhXadrVKki01A26hF9tZ8thlX+YN1X00f4z5l14d2tcym9k37cB1rgQJNkTVVdSlAQ4U2rdo7901NsTWftUZn8zE4P+4lV5jD/edIfzUHq7Zdszxw2he2sbVD+8bWEF1FjBcVgSVCq4Zl7bTFItRiJ3RMMVbsOjHGrCedENTL5bK8wIbDYQyHw5LnO5/Pi7l0uVw2ArXwImbfYCbggb4k+cXKJlP1W7IvFtsgZI6Pj9OJRoaavrVP2j/+jolB5mPf2LiojsZlV1nAssDRPmDlJxYOLLg16I7RoCkdUxaomFTh+9HRUSNQi031qGAGAdXv9xt/68Rmc3Oz4QPmmIDlctlYXQ3H4FMndjxO7IKBr1sDxrCv3lN1afDzoWZyTVvja6vFJRhj1odOCOqIpl+Og2Y4yCsiGv5ILbOpcM5tJmTUd6kBUG0vV9baONhMtebMxw5YwOPY2mRCS4ByP/E3L13Jwi07D46FnxXCDFojvrOgY+209l0FM7ejPmDWdFnAqj+e4YwA9JsnCyowefyxr8YPtI2pWkPwbNZiC/jcV/3N7fAEQa0QFtTGrDf2URtjjDEdphMatUZ9q7Zb06hB5v+raWRMTdNRLTyL+mbNUP20qonVtK22/rEZFuep+Tc3NjZiPB4Xczw0a2izHPWNVLTJZBIREbu7uzEajVZcBmpdaKOWMqYR76wNc7W38/PzsrpW1q72B5XLMC48xuxG2draWrHAaBqYjrOeu2ZVUb++HtuWcaCauFpS+PnIrCzGmPWiE4K6ZhKNWH3xqjmVX2RZylJNuGXoC5IFhS55yQJH/dJtfsXaC7v2XV/qLDi47OS3335b6otvbGzEp0+fynZ2HwwGg7hx40bs7e1FRMT+/n5sb2+vTB54fxTg6PV6DbdEVqoUYNlHTs/igic7OztlX5Tj5LZ1LLTQCLsEau4PxBboNjV1Z+tRn56exmAwKBMKjAP6WHOF4FgV1NcNVNRV2jgo0AVPjFlP/J9vjDHGdJhOaNQc8BPRNHdrxTCNzK1R07IyEyObsiMuNfdMC4IGhv0Hg0HDzJv1qRbIpW3z8VeZPDVFbDTrTjUFAAAC2UlEQVQaxXfffRcREXfu3Ik3b94UUziXYe31ejEej4vpm7Vwvj6ObuZzqqn4qoCqWrscgIfgOzU3Z5YSpGpxsF7NfM1t4Dz8qc8Rm8XVqqKpaRoMx+6OLICRj28ztauFKOunMWa96ISg1rzZiGgIQjWLX+Xvw9/68q+lP8GUrSb27BwRzWhnPi7bl7mO+ZNf9lxmMxPcnN60XC7j1q1bERHx008/xatXr4qvejgcVo+FeZqFwWKxKClxajrOJg9ZutPGxkajapy6KU5OThqpZtmEgAUWR0BzJHpNkOI3FaCcspe5R/ic/PzoZELjFNh0rxNPngSqENdJhj5b3GdHfxuznnRCUGuRCg0Y4797vV7xG8LvyUJei1notqxdCAJ+0bJwyNKq4LedTCapHzQT3hpglfWnrXAKt4ugKvD69et48eJFRETcu3cvPn/+3CgTmuU6M5yCxROnbF3pbLzRJ5488LFbW1sxHA5LOhhv0wkMgrxYkOsY1GIa2iwa2bXUBDXaZsHMzx5fK47DNi1Nmt1nveYsV1195y58Ysx6Yh+1McYY02E6oVG3+eU0NYe1ES0WoYsg1Eya2TmzZS2zNCqcD9rsaDRqLBuZnRtk1arU9FlboIHPDVjDOjw8jIODg/I378caNc6XRSSjj1zwZDgcrmjNao7PzLiwinAfaylLtfSkmlWF28m07pqLI/vOfVZt+rrAAlDT3K+qWsaodUDbNcasHxv2exljjDHdxaZvY4wxpsNYUBtjjDEdxoLaGGOM6TAW1MYYY0yHsaA2xhhjOowFtTHGGNNhLKiNMcaYDmNBbYwxxnQYC2pjjDGmw1hQG2OMMR3GgtoYY4zpMBbUxhhjTIexoDbGGGM6jAW1McYY02EsqI0xxpgOY0FtjDHGdBgLamOMMabDWFAbY4wxHcaC2hhjjOkwFtTGGGNMh7GgNsYYYzqMBbUxxhjTYSyojTHGmA7zP8wHEVfAusClAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 576x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "image_org, image, mask, meta = dataset[ 5 ]   \n",
    "label = meta[0]\n",
    "theta = meta[1:]\n",
    "#x_org, x_img, y_mask, y_lab\n",
    "\n",
    "# print(idx)\n",
    "print(image.shape)\n",
    "print(mask.shape, mask.min(), mask.max() )\n",
    "print(theta)\n",
    "\n",
    "\n",
    "mask = mask[:,:,1]\n",
    "\n",
    "plt.figure( figsize=(8,8) )\n",
    "plt.subplot(121)\n",
    "plt.imshow(image)\n",
    "plt.title( label )\n",
    "plt.axis('off')\n",
    "plt.subplot(122)\n",
    "plt.imshow(image_org)\n",
    "plt.axis('off')\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-13.439097721505602, 255.5, 255.5, -23.262695521997674)"
      ]
     },
     "execution_count": 116,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x864 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "H = theta.reshape( 2,3 ) \n",
    "# plm = np.array(dataset.data.getladmarks()).reshape( -1, 2 )\n",
    "plm = plm_rot\n",
    "# print(plm)\n",
    "\n",
    "mu = plm.mean(axis=0)\n",
    "plm_c = plm - mu\n",
    "plm_rot_n = np.dot( H, np.concatenate((plm_c,np.ones([plm_c.shape[0],1])),axis=1).T )   \n",
    "plm_rot_n = plm_rot_n.T\n",
    "plm_rot_n = plm_rot_n + mu\n",
    "\n",
    "plt.figure( figsize=(16,12) )\n",
    "plt.subplot(133)\n",
    "plt.imshow(image)\n",
    "plt.title( label )\n",
    "plt.axis('off')\n",
    "plt.subplot(132)\n",
    "plt.imshow(image_org)\n",
    "plt.axis('off')\n",
    "plt.subplot(131)\n",
    "plt.imshow( np.ones((256,256,3)) )\n",
    "plt.plot(plm_rot_n[:,0],plm_rot_n[:,1] ,'o')\n",
    "plt.axis('off')\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Pytorch Loader "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "sys.path.append('../')\n",
    "from torch.utils.data import Dataset, DataLoader\n",
    "from aug import get_transforms_aug, get_transforms_det"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "358\n"
     ]
    }
   ],
   "source": [
    "\n",
    "imsize=128\n",
    "pathnamedata = '~/.datasets'\n",
    "pathnameback = '~/.datasets/coco'\n",
    "\n",
    "data=FactoryDataset.factory(\n",
    "    pathname=pathnamedata, \n",
    "    name=FactoryDataset.ckdark,\n",
    "    subset=FactoryDataset.training, \n",
    "    download=True \n",
    "    )\n",
    "\n",
    "dataset = SecuencialSyntheticFaceDataset(\n",
    "    data,\n",
    "    pathnameback,\n",
    "    generate='image_and_mask',\n",
    "    iluminate=True, angle=45, translation=0.2, warp=0.2, factor=0.2,\n",
    "    transform_data=get_transforms_aug( imsize ),\n",
    "    transform_image=get_transforms_det( imsize ),\n",
    ")\n",
    "\n",
    "dataloader = DataLoader(dataset, batch_size=4, shuffle=True, num_workers=4 )\n",
    "print( len(dataset) )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([4, 3, 128, 128]) torch.Size([4, 3, 128, 128]) torch.Size([4, 2, 128, 128]) torch.Size([4, 7])\n",
      "tensor(0.) tensor(0.9961)\n",
      "tensor(0.0118) tensor(0.9725)\n",
      "tensor(0.) tensor(1.)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([4, 3, 128, 128]) torch.Size([4, 3, 128, 128]) torch.Size([4, 2, 128, 128]) torch.Size([4, 7])\n",
      "tensor(0.) tensor(0.9922)\n",
      "tensor(0.) tensor(0.7804)\n",
      "tensor(0.) tensor(1.)\n"
     ]
    },
    {
     "data": {
      "image/png": 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7nMujiFJPzklZ2K7ZP/k/fjLagMiObeH3oc2fx3HZr+lLox4ojbQ/5aOtUYqpF6/0SxQ4fIo+Zvz8Ut0PPSIm/TSEELpKFLgQQgghhBBC6AhR4EII4Sgwa9+Ge9+Y/R8YGGjN3QWudHhib1fePKkzCsPg4GClvKFQ4D9D7ULVQqHCK4YCgp8NzxkeI/xoJKV++umnq9xyqHkocMuWLZNU+5TwvhFxkLLQLpSJ/VH7YN26dVVuNm8jVC3KT9RCjoHCyHWhPniwnnzyyZ7jzJo1qzqWe9tQkVwF43s8VXjf3FfItfnqV78qqVa8iqKo2oR+Rp/gc16b/Uqqr9973/teSfV1pQ54Aukjc+bMqXxoePB4xS/pSdA5ZzM5/XiMl+Te9wXKxfWgTPQl+tl5550nqY5OSRnHU+A8Iif4mETtRK0MIYSuEgUuhBBCCCGEEDpCFLgQQjgK43ltpP6Id+5LGx4erv6PEuM+OZQDFAIiJbpq4fniUDyaniVUr1deeaXn2OyLOoaXDb/X1q1bJdWqEIoI0QxRstjuwQcfrFSh66+/XlKtelEPvFX4llyJROm55pprJNXRK1GLUIYefvjhysuHeuIRBxctWiSpzve2Zs2anrLQVqiBd999t6TaB0abDg0NVW3WpphybupDG73jHe+QVHvePM/avffeW9VHqtt4cHCwT80DysW58IihVFFP2p72wWs2XtRU6vztb39bUp2fj209cqT3/bZolON55lz94lhcYxQ4lGJ8acuXL5dUtyHXn1faiz40c+bMvnJxDtqZMpAbkD4dQghdJQpcCCGEEEIIIXSEKHAhhHAUUGNcRWqLMDmeYteW3w3FB8UA1QIFpK0s7rvbu3dvX943jomXCAUO39nrr78uqVbe8IbhQbrlllt6zs12O3bs0FVXXSWpjoBILjJ8dChwqIGUm8iRqC14kYgUSRlQ4NavX9+XM8/VSo5BWfDC4bXavn27pFqBI/cZClBTIXKlE/w6keeOqJNXX321pDpyItsTffOee+6RVKtI9J1m9NC2nH/AdrQVZeD6uuLF/k01yq+P56DzfduipLrXDJrezbbycz19TJCXEBWTc9CviUbp+zXz2wHn5nPUOvycjIUQQugqeYALIYSj4A9TvhyS9/4DvCzL1iVn/Jj1Y7XB9vyg5kGIh7Vt27ZVy8UIhuFBS1g+BgSHIGE3Dx0Ex2CJHiHvCUQya9asKugIDy4E6SDkP0vzCIZBeVnu+Pa3v11SvZSNh62nnnpKUv2weODAgWopHdAGhMt/61vfKqkOJML3LBekTNSTc/mPfKn/Gno6Bx4ybrvtNkn1ElAeqjg3SydJPk69OGczaXfbRICXiXOwxJAHHc7ZTKLd3I+H/W3btlVpDHgo8iWTXC8P3uIPcm1J7ZtjgmP4w54HPKEtqA99hYd/0jzQx3yseGCf5rE5F32f68XYCCGErpIllCGEEEIIIYTQEaLAhRDCUfDQ/q6atSXZboIi4AoGygfHRDFAtWhT5jhnU4FjSSDHZlkjKhlLDlGmWErIe5aVeXoBljOiiKxevbpS4KgPihnbuirCsswbbrhBkqolmNSbpX2PPPKIpFohmj59eqXQcEzUk1WrVkmqFSnaEqWQ+vlyTvDAHU08BD5K4a233iqpDrqCCkg9ODdBQlC8PAXA0fCk2FxX1CPakKWi3kfGW14rjbYxSdrZxpdGuvLmeJ9vS5PRrCfHpD9RL/o4/RKFkSWf9AHUTIKd0B/GSzrOZ6jQlIO2oq+0LQENIYSuEAUuhBBCCCGEEDpCFLgQQjgKKDvM5nsqAPcJNb1VbR6itlcPfc85KAPBGFAYUJVeeeWVSqlB0cBvhrLGPigavKJ4EAwEtQy1Bj8bXrS1a9dWx8SfhPKGmke9UahQ3FDuCPaBckd4fc4FM2bM6GsbAlHgQ6O+1J96obzt3Lmz5/s2FWzatGmVMoPah3/w9ttvl1Qrb7QRfi38WdSDoCW0z9GUN69f2yttxyt9wbdzTybpH5544okeH2NzHw8UA+5X8yA64wUUacMTsNMf8b6hwLEdbUpgG9RmV62bUB+2ZQzQZ1Dgxkt7EEIIXSIKXAghhBBCCCF0hChwIYRwFFArXHFzL9x44dE9iiH7oPR46HfHfVooPkSQxCc0NDRUKWkoGqgNKDWoW3jDCCFP9Ea8b5QFFQnFhKTdq1evrj7Ds7Zhw4aeuqOSEP0PHx6KCOH0CbPPKyoZdZkxY0ZVHlQvkmcTJZO2pU3wnVEm1DT3Gbr62fRxoRziN7vuuut6ysA+1IM2ffDBByXVnj6uczPqZJORkZG+NBW0LWoYKiAeuMWLF1f7SrWSBa6ioXKuX7++8sPNnTu3p85tof1dHeS6tilzze3bomG6SodXk1fqhXKK981TArRFwpTqa03b0WdQa8eLXBlCCF0iClwIIYQQQgghdIQocCGEcBSY8Ye26JMeQbK5bZva40oGTOTRwReE52xgYKBSh1auXCmpP5okihRKFaoQ26HKoIbh50LFILH3ihUrqtxwvO7evVtSrVbiccN7RNJp6okaSG426sP+lKXZDihQHItolCg0KG+UCQXHc51xTPLmNaMjUm58ZkSdXLp0qaTaW0U9aNPvfOc7kmq1CzyHnSuwzXJRTlRIPGF33HGHpNrL6BFIKb/70lAHn3zySUmjETK9H3o0SVf/PGqqR7h03+d4idBdlXWVD0WR60kZ8A+ScN4Vt6Z/z1U+xiwJ4+kzUd5CCFOFKHAhhBBCCCGE0BGiwIUQwlFoy43lKgXfN1UOtnH1wLd12A8FB/UCVenll1+WVKsTc+fO1cKFCyXVSg37EJURvxwKB145lC1UNJQswL+Gn+3VV1+ttsFT5dEy8d+hBuJvogz33XefpFqJo409OmLzvO94xzt6yo3ChAr2ve99T1Kt5nFM/HSoLxybz5v5yPDVvec975FU5w/zqKAcg3OiwKGeueeN/fGrUbaBgYGqXHyHEoX/jsiXHBPljbLQZvSxHTt2SKo9jI8++qik0b5CnV0Fa/OreX638RTE5rl9/+a2tBn1RCXziJ70aSJm+vUabxxyDtqfvH2MBdqUtnNVPYQQukYUuBBCCCGEEELoCFHgQgjhKEyUB84j9TXVB8f3AffCoWicd955kmoVg+iGRJBEjTjvvPMqpQofF+rYc889J6n2y6GGuTp2//33S6qVDxQ9fGwoPZs3b65ULxQN2gYVxVU72gbF7amnnpJUq360Ma+U/bLLLqsUKMpB/VAWH3jgAUm1ZwpFy/1njl/HNWvW6J3vfKek2hfId66g4nXDw4eyiHevLTKk95WyLKv/o4x6zjwURzx7ng8NNYk2w+P40EMPSapzBTbr4woacMyJcA+cXz+pX/Fsy5eIOkYbUY/t27dL6m/L8aJPcg7qhX+QaKLuD0TNCyGErhIFLoQQQgghhBA6QhS4EEI4Cu6B8+iTrqY13/s+ruL5Pq7EoWi8+uqrkmrVCbUGNeriiy/WpZde2nMMlLRnn31WUq3c4HnDp8axUZVQTsh9RhRKlJH169dXyhnKB/m1iNaIAkf5UMdQ3lADKSvKlStDS5curRQ4vFKoj5QXHxqeONqcsrkC5L5E8uDdeuutuummmyT1K2VAve+66y5JdRtzndoUO6C+TTXKrznqH348V488qiPnRGlD5aTN2X7mzJmt/QxcJQPfz7d3D92RI0f6juF93yOWsj39EZ8nnzejhTbbZbzyoh57zjheffyFEELXiAIXQgghhBBCCB0hClwIIRwFVxfaZu9RI5oR/Dyan0dGbCoWUr8/CFUJdQUVDQUOpWHp0qWVkoFKtHHjRkm1Pws/EIoa/rrHHntMUq3uoUi97W1vk1T72p544glJo8oX5UQNwadF3jSiN1Je1DLUQOrrPjXqhXdu1apV1bGhTc2jTSkTSh1ldd8Tbfd93/d9kkY9du7Bo3yoQd/+9rcl1VE0fbs2tc/r14ykSPlQIclZRn40vG/sQz3cr0Y7ePRGaKpnbT5OV9h8XxRS94W6OnbkyJGqr/PqORBpMzyYHIO2pt+Ce0vxxg0MDPS1DX2YfSg3kTxp0xBC6CpR4EIIIYQQQgihI0SBCyGEo+AqmqsOzbxvvp3751AAUDDa8m2hGOAHIrcZ/jRUMVSa5cuXV8dErUPBoJz403jlHERSRBG5/vrrJdVREIlqiHq2devWqpyoY0S0RD1CCUENQg1EUfR2cC/ctddeK0lau3Zt5WNCWUQJXLdunaQ695fnaKN+XC+2o8w333yzpFppvOiiiypVh/JxDCJ5fve735Uk7dmzp+ecjitv1M/7w9DQUPXZm970Jkm1QoqiyrmAsrEf33Od3Ps2Xs7Bifqyf8/nKIjuv+N72qsoij6Vjn15T/RJlGG+R4GjHxNR8mjRXelvixYtkjSq3Eq1N5NysR35FEMIoatEgQshhBBCCCGEjhAFLoQQjoLP/LdF8PP3RVFUCgVqxHg+OalWv9gOxY1X/E3sh39r2bJlkkZVDFfr8Pmg5JBfDAUEXxqKByoaESRRvp5++mlJtYp28ODByj/HMVE8ONfrr7/esy/562g7yoCiSDt4DrTFixdXx0J5w7NHPaGZW615DqDMRHl8y1veIqlW5IaGhioFjrqjNj766KOS6giPrlA1/VjNenqfcE+WVKtGRMD03Hkcy8/J9+Tk43qiXDV9dlJvpEaPNukeOJQq98q5n83bnOM1297bgmPgfUMlQyFFOfZok7zS1k1VkH5HH8YDx7hyDx/XMYQQukoUuBBCCCGEEELoCFHgQgjhGGjzvHnkvvE8cOA5ytwThQLnkfjwB+EXQqXBA1cURaVIoRqhbpHvDeWJY6JkUd61a9dKUpVPju0eeeQRSdKOHTuqMqOakKsM5Yz64MciRxsKnEeCpF4oXpQBL93g4GClMN1zzz2SaqUJhRFlDVw1QnVBlcFfR3vwPcpOs1xEunzyySd7Pndlx/uC5x3z60v0ytmzZ/epjqhJRNFsg2M8/PDDkmovI2X0/HFNNdDzprkS1+bto970Ld++mRfO1TmgD9CHuH4oh+75A47nudz27NlTjQPakjZ0tRKVDzU3hBC6ShS4EEIIIYQQQugIUeBCCOEoNP1KUr9a0Ra5r6lisA3KBbANx0SFICcbKgvRGRcsWCCpVo9QL3bu3FmpXByDbYluyLlQ6lDYLr/8ckm1ekEZH3jgAUm1n406XHTRRZVShqqFgoYqRlmI9ucqJe+JMHjNNddIqlUo1KOtW7dWihuRIFGYqLvnOwOPdojyhscPNYz6Tps2rTo253r88ccl1W16tEiIUr8XrM0nyXEWLVrU5zlkX/e+EXmUz/Fx4c/zMrqKVhRFpZBxDH/1crp6R5t69FBnZGSkzzfnPkH3KHrOwzbGy7GHAke/pLxNRVCq+zx9KoQQukoUuBBCCCGEEELoCFHgQjgNvOtd75JUzwwzW8wM8N/93d+dnYKFE6bNA+c+p+bsvyswDuoEShveN3xs+IHwvqF4kcuNMm3ZsqXqW/Q1IlSuXr2655goN6goqF+cA9UM/xpeLMq6YMGCyvt28cUXS6pVSnxybWoZ7YEagzr4/d///ZJqbx/bbdmypfLqoQSCKzgeGZH6XXfddZJqdY+oj65wHTx4sGqju+++W1Kd+456uKo0UURSV7KoN219zTXXVGqqe/ZcLUOhIyIpbYyiyrFdqYNp06ZV5+CcbMu56Id4GMHbytU996U18fx8+Og4N21JP6MMrkSS/86ZM2dO5fNETfbrwbnp27RhCCF0lTzAhXCCsPzrF37hF/q++8hHPiKp/hHNjxZ+IH7+85+XVD/IEaAhTD7aAlV4UIXxAjrwkNG29I7lewRXIFQ/D3L8mOfHLg84BGngh/amTZuqH/CExechj3Dt//AP/yCpfsjiWDzAsT/Lyzg29WEp4pIlS6p+3VzCKdXBPkjg7UvveBAikAUPlyQP50GC/Z999tkqYXfbMkx/z4Mb9ePYtAvnoG0Zmy+//HL1sEg9eGj0BxPq4X3CE1t72Whj0i7ceOON1SQP0J/oM7ynv/GgzgMc9fAHHN7fdtttfXXg/CzN5XrwEEWQDx72uR4efMfr31w+7G3mKTC4Pv7HtFezAAAgAElEQVQA5xMGvj9l4BosWLCgmtigjzJ+gPFFknP2DSFMTtomP9sCLJ2LZAllCCGEEEIIIXSEKHAhnCAoGz/3cz8nqTdsPLPiPtPL8q1f/uVfllQvkYsCN3khMIfjIeNdqZs2bVrVH1CFPIADygBLulA63njjDUm1OkRAEpQG9tu+fbukUcUBxYXlZCjEKG6evBjlDQWIgB2oL9SHOrDdihUrqnOhIFJu9vU28+WmJFxmKR/LA3fv3i2pVsCeffbZ6li+fM+XULIdy+h8ySRloG1RnRir69ev10MPPSSpf8mkh6NHmaNtuE6+jLatDUkivnbt2qpvtC1D5NgE93CFtC1oCfWjHZqKMPXwAD1c11tvvbVnO5Zp+tLQtlnywcHBqu60JeoYKSJIV8E5uBfSpygLZfYlsoyBNWvWVNfYk5cDSe4ZA1HgQjj7TGQxOJZ9zmVFLgpcCCGEEEIIIXSEKHAhTMBv/uZvSpLe9ra3SeqfKWZ2eu7cuZVXyXHvCLNGv/iLvyhJ1cz/XXfddaqLH04SrjfXzpUf8OTIbSHWm8dCASGEOkocs4yoFKhqqBgkmEaNOXjwYPUdXi/6GIm48U55yH6UDLxmruzQp5sJwT0oj4f6d/8SbYFSQtASvHS0MfUnKfXWrVv7kn+3JVBHxUPdu/HGG3vazJNpe1qFZ555pvIgupfNk1JTv7Y+4QFJUOvf+c53Sqp9eRdffHFf4mr3DeIzJKE51wlVCY8bnjI8ZJSZ7WbPnl2peeABeLwet9xyi6RaxSU9hIfpp00558DAQJ8Cd8UVV0iq01XQr/CrkTqD9uCYjs/AL1mypPLVNc/frB9tgmLdlnoihBC6QhS4EEIIIYQQQugIUeDCOQ/eGZQI1BAPZ43ixnsiyrHdjBkzqlnjoyXTbb6isPz93/+9pDrJMLPt4eyDisJ1dx+bJ+5uKkQoFK7goCrRd/A3oT6g2KCq0E84HmoFitV5551XhaYnQiXHIh0AigfJjvHVEXmRCKn0c9QaIhWins2dO7faBuUNZcb3ZUxRJrxfpCGgntSfsP2oYgcPHqy8UG0eMd6j8FA/2gMoE2MU5Yf22bRpU3Wt21Q/jxDZpsbyOefE+4aK75Enm8f0en3nO9+RVN9viNyJIjpRMm6uwfTp06vrM16y+fHeo/599KMflSR97nOfk6S+lBXeDs2y0M+4LkRHBe63XA/K6+kQqD/QL5cuXVr1L/e2UV9USFfTQwinnxPxuh3vsc9FL1wUuBBCCCGEEELoCJmGCucM+CSY9WdmF3+E+3CIVueeG88fxUzwrFmz+qKgMTPN5215otiOWXWIEnf28Ws6XrTJ8b4fHh7ui/rnub1QHdz7hp+LqJNElERJQAFBcVi0aFGl6nAMVCxUMpLLkwOMMhHxkWN7vi2Oy/iZNm1atS1ePKJQotigcrEdvjSiG1IfYOwRCbOp8HiePaCdGX833XSTpNpj5dtRJsYvquF9990naTRHmPuufFa37Zq3zQKff/75kmolFfWM8+zfv78v0iXlRYniPsRKAd7zvbeP15e+NH369L5y874teiNQRu6d7t10Dh06VG2L2krSdj4nkqcfi3qxHSo121EWksgvXbq0qiP3chRU+hV5CmlD9wKGEE6c06mwHW8ZziUlLgpcCCGEEEIIIXSEKHBhSvIjP/IjfZ/9zM/8jCTp3e9+t6RaHSDCGu+ZCfaZbLw4+C2YXed1xowZfd4SzwvVpiYAXjjO/f73v19SHT3t4YcfnrDu4dTi3jcUKq6tR59szgB6PjH6Et4cvF+8Av4tfGeoEvjV2J7jLViwoNoWtWHLli3Vd1IdlZH+Sk4scq95hEU8SPgy8S4NDw9XyjBePOpJeSgv6hjRJlGYaQ/KikroxxscHOyLBIkig4pCVE2UHqJOulJOmTgH0Tl5PzQ01Od9a6PN48o5Gb9EBCX3GcenzYeGhqp+hOqIKuvKG+oS79v6JfVFleL9wMBAn+LWpjC28ZGPfKRnu6985SuS6nsmfWr+/PlVf/uhH/ohSbWSy3Vwfyj1ca8j9aNtqSf9+qKLLupRNKW6j9OWqNH46OKBC+H4mQxK20ScS0pcFLgQQgghhBBC6AiZhgpTkr/927+VNDob454SlDZ8R8we45dg9h/FjRlsZnXHm9nmXD7748obn0+kxHFM6vGlL31JkvThD3/42BshnBJQClBPXL1oy/dWlmWlLngERNQUfEAocu6ZQgVDcXviiSck1X0V1W3hwoVVf8WPxj7XXnutpNp/5XnfOBaf42Mj8qWXZevWrVW+NxQOcLUE1Y5z432j/qiEqGGuRDaP5TOqHIv6ufKG2kKbcmzUPupPvaX+cTpeZFGpX8Hxccx+KI+omPQHom02z0l5KQ9Ko3veXImiXza9bs3XZrv5/Yi+TL2a97Lma1u0yg9+8IOSai8kCtzq1at1++23S6qVUerjCqLfd33VAvX093jk5s6dW40vz9HJPR51sy2HYAhhlC6obMdC2z15KhEFLoQQQgghhBA6QhS40EnwuH3gAx846nbDw8PVzC7KG6oBypvPCKNA4N/hlRltZojd7zIwMFBt43mRXLVxBe5cWrfdNVA2oO0ajReZ0BUbrjO+S1QJ+g2KGqoX/YQcbXjGUB/wys2fP79SatgGRQ4vEudAgUJFowyoFniV8JahdDFOXnjhBT3//POS+tUg8JxzRKGkPpTx6aef7ikLChUMDw9XbcY4JhomUQ3J/8Z18XxhQBuivKHKNH1htIF74dzn6OPVv3/zm9/c80o/2LhxY99xKa973biefO85BFGduF/5NaAtmyoidfX7kytz/jpRlErOjeJ40003Vf2H86Mg0sack3p6vsU2lRDo+7Nnz+7zHNOG9DOUburt1yuEELpGFLgQQgghhBBC6AhR4MKk5u677x73c2Z6V6xYMe73TV/JRMobM8E+o+0z22zHTLF7MkZGRvpmtsGj1kVp6w4oWZ7/DVxdbXq2XLlAhSCqKEoBitrll18uqVbi8G3hawMioZIn7rzzzqvymqFU8R1KCOd85plnJNXqhEeQxPtGvjg+x0+0cePGKopim+qD4sa5Uc2oD/ne8ILxOWMOmm1NOYlkSd43FHJX3jwXGCof5+TYTd+Xqz+O5/H7xCc+Me72+PFQIimD1+vw4cNVn2hT3vzcrsC5b83V/eY9qc236ZFVjxf6I9dk7dq11bWkPtQPBc79kn5f9bLwPfVnjAwODlb1YqyirvJK+1NPyhDCucpU8bqdy0SBCyGEEEIIIYSOEAUuTEruv/9+SdItt9xyXPt5zqj9+/dXs68+A+x+EGZvmaVllppXvj+aP8ZnuPnO/XNR4roD19uvKbgK1VRE3L+DcoWahaqEkky+MPoLqhn7obqgPpALa2BgoMpnRj+96qqrJNVq0He+8x1JdaRAxgjKBjnLUM94z3Ycf/PmzX1qCOOOcuP9QlF0Lx/5DDkm+7lC0lShiCaJ5w0VHigD9ec6EOES1Y+25JycY9q0aX3n97xpfP+xj31MUu0XPF7oD4cOHapWAqDEuQ/Q87y5Cug+S+rv/rzxolFyrrb8lceqyOFHox9fdNFFrdFD8ZT6eHJV0NVQyoyyd/HFF/eUXaqvKfd8vKasumD8HGu+vxC6TpS2qUsUuBBCCCGEEELoCFHgwmkHfw+zo1KtrH31q189peditpYZ9KGhob4ZbZ99bcvrxeeUm9lbV1WaSgaKintKeGV23D+fSIn70Ic+JEn6nd/5HUnSpz/96aNuH04dnv/NvXCeKwyKoqj2JQoeXi/UYPoJShpeMfyaKFaoM4wllB/60yuvvFKpDChT5GDj3ORcw/sGKCKoJ+yP4rVt27ae/bdt21aNCc9zh+KGf44IlpzzySef7DkWKg1l4L3nAmsem3rhL2Oscx14Txui5tOWbf4v2lKqfXYf+chHdCpxtWlkZKSv37jS5vcGvz+xned985xnR44caV0BwKsf41hXCNDP6Z+Dg4PVeTmmr3DgXslY4FweKZK+zznoU/juhoeH+yJ14ntmTNCv6NPJAxe6TpS142MqRvqOAhdCCCGEEEIIHSEKXDht4KX58pe/LKn2xZwOfLa5maONGV1UAt+2qdZJ9QyxR3cjmppHiXOvnFQrCsw6o1Qwi8znmUWb/Lhy4CovuHo0e/bsqo+gIqDAcd3xp+Hnod888cQTkmrlir6IwoFiR7/aunVr9X98dKh55H0jIh9l4Vwci/0oC8fDR0QkzL1791aRH1FR8ORdffXVkmqFEPWFcz/11FPVMZptSv3wgzXVerbh2HjzwKPBoryh9vHq56QO5JKkvU4nrsAdOXKkL4KiR5OkX7lfzVVK9w16vrXDhw9X+3Afcg8j793Xeaw081q6f65tpYPngePae/25f9Nf8cLxffP/9Fn6ukcHbosWHMJkJL8TwnhEgQshhBBCCCGEjhAFLpw0eBHcL/LJT35SknTttddK6p1FOtXrkD2qGrPPTQXO83nxiorgs9DM5jKLy3b4K1AL8OKcd955fbPhPquO6oEXI0x+3Gvk3p6mAtDcXqr7AV4c/Gj0C3xnqF6oEURnRDVCLUJ9oh+hNGzZsqVSkPCI0V/vueceSXV/ZexRH8qAx8xzaW3YsKGn7E11hn7tKh5tQ/k4Bj40vmd/xpj7o6ZPn16Vb82aNZLq8YbSxD6M/eeff16S9Nhjj/XU97rrrlMTjkfZTydtqlpTgaNNPDoj23pEW+pLO7Ad15k2bEZe5BgegRQ41olGaWzeWz1vndeLc1Fej1rpnlP+zhDxkvfNunIsV+AoA/WeSj6YMHWJ8haORhS4EEIIIYQQQugIUeDCMfPjP/7jkuqZa2aHiAr2qU99SlK/14FZz6YycazRF48Vn61G+WhGoOScbOMeNr5nNpfZW1QRtkOJ4HNmxC+55JLqGMwEe6RKzyGWmeDJj/dVjw7ofprmrCnX3X0+eN/IacZ7PHKovB49D/WBc6KS7dq1q/KYsi353p5++umecgMeIryqqICUH/8dHjpyazXVGY6BMoiKB+yL983HDO3Dq+dhW7Roka6//npJtbLo6h3XAe8b45Yy8fqmN71JUn9us6Zvy8fjqRqfvkKgLadgc1vawLfhc7+PuZrpEXHnzZvXd4/z+9PJzvg3FT5X4NqgT7BvW547+hpjABW6LMuqztx3ybPIsdty6YUwGYjSFk6E3MVCK7feeqsk6ad+6qckSTfeeKOkeskRNx3+OPKj0wMTNN97yOuTfZDzpUm+RGh4eLgvESw/fDzoBPuwbI0HNU9a7EuWqNPChQur5Ur8EOcHBJ97QIzjrfdHP/pRSdKdd96pf/zHfzyufcOJ0ZYmwPu3B9CR6utPXwIeKngooQ9u2rRJUv1DlB+tTJIw9jwtwdy5c6vE3ZyfZZg8eLHkrPmDvlkWlmn60kmWozWDaPB/ljcSYIRgJiyVJBgLD3JtS9g8YBD3hxUrVlQPph6EiLpTPp80ueyyy3qOzfe0tSevHhgYaH1IP1n8HtSWvHq873wpIfVoe/DxoCfN6027si8Pch685ESDfJASYPbs2T0PWFL/snKgPuATf9SP/TxR+/Tp06sHOP4G8cq92pfP05dCOJPkQS2cSrKEMoQQQgghhBA6QhS4UMGs5F/8xV9IqmfBmVVnBpXZdWA7n8X1BNizZ8+uZkLbEseeLG2KXPP/zFC7gsjnvoTSgwgAS9VY/rZgwYJKMaE+tAmfE4CBz4+33iRIJtlyOP24ggBNBUDqDUzB9ygBqEVsi/LGcjBUL1eq2gI3PPPMM5JqtXjFihVV6P7t27dL6h+nlA8179JLL5VUpyagf7M/4fcZBzA8PFz1W/ojyzBpE5ZvUk7qz5jxseRLC6nvlVdeWbUVaspdd93V897Tf/iSbVeV/JVrMn369NaVAad6qXOz/s0lnM36gCvAvoLA1T1w1f/888/vW87o925Xt4633uMprPRRljVyv6SNPf1BG34tmukjOAZ9l3N6Pxvv70IIp4sobpOP8ZbKd5UocCGEEEIIIYTQEaLAnSMwo/qJT3xCkvRrv/ZrkkZnvJlhd+8X3gRm8tuCN/hMt8/qMus+b968Pl/HqZrpPhYvnc+6erl5jxfIgwN4mgFmkgnffv7551cz2Hznnjd8ITHRdwfvB+Dh0fm+6VlCeeIY+LKWLFnSsw8BOEg30Ob3QVXB30Y/uvbaayv1Y+PGjZJqVQ/VjnMtX75ckqrgINQDL9mzzz4rqVYDXbU5cuRI1b+pBwozx3jggQck1cm/gbZpS7CMkof/dmRkRF/72tck9YfHd8Wm7Z7i77k/eZvOnj27LzAKnKrx2uanlNrvT36/RW1y5de9cNxrUFhnzpxZ7cM9mTbk2FzrU5HomnLRt++9915J0tq1ayXV19q395UbnurA76HDw8OVz5Px4yomuI8whFNJFLdwJokCF0IIIYQQQggdITLAFIcIc9/61rck1SobIcKPHDnS5/3yKIvADK/PbPvnrh40/WAePvxkZ6zawn5TtunTp/cpaJ4wl9loVASPksasLtszS01EQF7Hm+Fui643VdZgnwswm+/XkM+ZzUcZ4Nru3r27UuDoOyhX+NVQyVDNGJ9shxeMPrdt2zZJdWRJFL1ly5ZVSgeKOdugVHAsolWixAGq3pYtW3rKQv9mzM6aNatSUUgbQNtQDzxwKG20GTAuGHM/+qM/2rM9qwCGh4f7Qt1P5P2ayN/U9Cg2GRwc7AthD23K3LHiqQs493hl9Wi39CtX84H7dtMTJtV+W+5F06dPr87r92Yv18nen6ZPn171v/vvv19SnWCdiKWUoRndtPkKbIcXm1cYGRmpomryd62tPrxvppcJ4WhEVQuTlShwIYQQQgghhNARosBNcW677TZJdQQwZms9Yp5UzxIz48lMsM8egyendQ+Q+z2OHDlSne9oiWxPhPGUNz537wsz28xUu9rh+aZcsWNGHPUDD1xzZtz9dXCqZrjDmQNVyL2S9F3PswYvvvhipd7Sp1DEPZok6hfHRj3BY8ZYfO655yT1R7OcO3dulSx79+7dkvr9TRyL3G2oX6iE+NVQ8rzvMh4WLlyoG264oeeYHIP6oCy64uM+LZKH04YeYXG82W/qfqy52vxe4/eKo23L66nwhDXP3Wxbz3tG3Tkn9xtX9Skb6pMrcE1vblsd/LO2e/3xcvDgwUrJvfvuuyXV9fIVDijZ3jb8raKM9BXu083IpSi2KNS+WiL32xDCVCMKXAghhBBCCCF0hChwU5Sf+ImfkCT99E//tKR6NtMVr4GBgb58SBPNVLepZ55XrZlfieP5LDPvT3am1FU2ZnmnT59ezeiipFAfn9lG9XCfGmoJ9WU/vBjsN23atD6vjOeVOlUz3O9///v1zW9+U1Kd+yicHujv7o9iTPm13rdvn6RRRYttUcpQ4Oj3XDsUBPoUkVDpe/TdDRs2SKo9dBx3//79le8MNQsoJ3nfUDAYg67AsT/KtPf7FStW6IorruipM2rLE0880XNu9qENOee1114rqfbQtUX6LIqi1RvV3Ga8fV2FoR4+FptqGNt4ZNGTxT1YzQi+noeSa025PZ+bl5/7l9eXvsP+zXtr233oVClVu3fv1kMPPSRJevrppyVJ11xzTU95uObU11d0oCz6/dq9c3v27Km8b7w2V300XxP9Nxwr8b6FyU4UuBBCCCGEEELoCJmO6jjvete7JEnvfe97JdUzjT/wAz8gqfYXuBcFmiqaz3D7+7ZZaZ8RdgWu6VWhPKgC7rc70SiN7p9o+thcWeQ7Pve8QryilhCFz2fwx8vp1pYj72Tz3Dkf+tCH9JnPfEZSFLjTjauq9GEUgAsvvFBS3Q9Q08iJJtVKGT4evuPa0bc4Fv2Gc6DqoXTdeOONkmqVbNu2bX3RJwGFxtU9xjMKHOoFigj5w4hGiXfu6quvro7BvnjzUFtoCxQ2FEPOyXuPQOjKUPNe4ysC/JVj8epjjzJxLvc0NsvnudZ8n+PFy948jnva/L7pZfD7LCsAJlL/xyuP3+NP1f3pyJEj2rRpU89nfu/nfdOHLdX19jyL4H8r3njjjaofvvrqq5L6fX9+jEShDOHc5WSjCk8WosCFEEIIIYQQQkeIAtdxVq5cKUm64447JNU+CvwFPuPrERXLsuyLHolCxUwnuEfD82P5LPN4s9acl1lYzkFEPM8Xdaz4jDJ1aH6H2ofKwXvP30V9KBvl93r67HVTLfBtT/VMT9dnjroE19KVN64Bs/0oVUTC27t3b6V6oebS19atWyepVtbokyh09E3GMaoe44MIqIy1zZs3VyoE45NjugpGGYgUSQRMyg+Md/r/smXLJI3mkaMNiDq5fv36nvrgv0IdoryucAH1cL/a8PBwX3RFV6TAFSo/h59rvHHMeT0aJuc82Znb8RQ8ykPbuBfX78N+rDY/27FEzjyd9xHa3+tDm5I/0X1qzeiS0vi+yCaHDx/u+5vkeMTStu3CuUe8bqGrRIELIYQQQgghhI4QBa6j4HH71Kc+Jal/ttJnl11FaHrfmO1n1pxXnw1HNfOojsyYHk9ON2ZhXdU4WcaL9kjdUfmor8/Y+0yw79+mvDW38+swUQS9MPnhutPfucbus/FojgcPHqx8ZLyiqKFc0fdQyzgmHjNUMZQt1DSUOj7fsGFDX+40xvHatWsl1V5Ovsfzhq8OGPcoJKiIeOAWLlxYKYKPP/64JOn555+XVI8tFMfVq1f3nBPaVCO/PxVFUR2T12bU1+axqb/nD+Pz48Hvl6iWp4rxlLhm5Nwm7uOa6D57tLydfm871dFxm/iKDPo00Ld9JYertB590tvn0KFDfVGW+XvifkKOzVgOIYSuEgUuhBBCCCGEEDpCFLiOwcw2M/ZtUbY8MpvPzjMjOXv27Gqm3vOa+bHdC8Z794u0+b+Koujzn5wJPAqdz363+V7cG+hR7HzGeHh4uPq/+wBDd+EaMpY8Sh5KFZEld+/eXW2H74x9iDqJSsf3eDZRHVAbUMfIifWWt7ylp2woX5s3b65UCI6FSodPFnWPMrh61jY2yfm2ZMkSSaPjg/LjfSPyJed0tcVVI87F555/rRk11/M1ej40jw7Le4+Gy/U7mj+1zbN6PKsLTpQ2NczbqG21gt/XqCevIyMjrdfhdED7Mz74u+J53MC9jfRn+tTChQsl1SspGBP79u3rU9T8b5Zf+0ShDPG+ha4TBS6EEEIIIYQQOkIUuI7ArOR3v/tdSbV/gFnK5iyr1B/Ri1dUA2azZ82a1fN/qT+KG8dCmWqbOWW2kzK4Ujc4ONjjbWnuezajKrqSRj19Jt89Hd7mzRnutrxWoXt4/2YM8coYxAOHMjBv3rwq+iJ9B98ZfYxjNPMWSrW3jWPSn9asWdPzPerZnj17qvIxnlHMli9fLqket+SLY1/K4moxSseqVask1R66V155pcr35vX5wAc+0NMm7j9zFalNeUN1mzFjRp8HzpW2iaIW+vhti2o4ODjY991EkR7PJH6fcp+tl92Vuyan0/sGXBfGg/uBfdWI/w3wKK8eCZS+9eKLL2rXrl2S2ldZeNudaD6/0F2iuIWpxtn/qxRCCCGEEEII4ZjINFTH8BnTNuXNFThmHPGmNCPocQy8CkTK89w6qH58j2rAq3vEKCsz5zNmzOhT75hpP9H8b6eSiXwvPqPts7pS/yxz8rVNHTwKHv2AccL4QBlYtGhR5Sul35N7zfuF5yTEU8aYxCuHqnbPPfdIqtW0siyrc+BpxTOEXxY/Hcobnr02jx+KG5EvKdvmzZv17LPP9pTPlaq2sdQ2dtgP1Y97SlEU1baoeu7r9Yi27gVsG5Oep3JwcLBPFXJf1mQYz+5vpsxt/r3xctedCUXRr1NbZGRftQB8z98s1GrvDzt27NBrr70mqT/CsOO+yBBC6CpR4EIIIYQQQgihI0SB6ygTRXP0CIoobszOs9+hQ4cqjwIzpa+++qok9eXWYZaTWUz8Pe5NYObVZ0ObuZTYllnVsxmtkbbwGV4v00RtPjAwMKk8M+HUQj9nnKA+MU5Q4Oj/CxcurBQlPDp42hiPQJ9ifOItoz+hwNEnUd6a23GMCy64QFKtvLV53yi/RwVknC5dulSSdNFFF/Vsv3HjxupYcLz93e9PnLOpvEmjbe33Ifx/7lVFCfXcelwDV/v8lfHfLB/X/GyOZ1euqK+rSG33pfGUtzOhJI6ncDZxtdPh+qIE06+B6/3aa69VfcQ91a4+un8uhBC6Sn5lhhBCCCGEEEJHiALXMdzn4LPIbR6Opvol1WrB66+/XilwKGzksfJIeXjfmBHFm8BMN7OgzNQz28ms+vTp0/vUusngGfM8b21t6bPX49WhzYcSusv8+fMljY4VqfZaoQAwLhg/XPsVK1ZUx2BMsQ25rRhbnqsQpY4xhtqN+oTy1vSgUc6rrrpKUq3aUU5ytm3btq2nfu4pwvN28803S6rVQnxvGzdurOrRFs3P70vud/LtvB0o8/79+/s8ubQBiqF7wigv9zwUOPfMQXP8usp1JqI1ToQrcCfKtGnTzuj9iXNwHbg+jB+PRAqulLqSCs08d+xDP/Icpa7EZYVECKHr5AGuIzzyyCM97z1giAcH8IcL/sC9/PLLkuofknv37q1+EPEDlSWU/IHlDyd/HPmDSlJxfjgSeMEfdHiAmzlzZl8y8MmE/1hzs73/+PGUCHlom5pwXenfTHjQL1ge6RMcl19+efVjlW3oMzxk+A9OX45JCgCWMT733HOS6nHM9rNnz64CprD0kXFL4JQXX3xRUv3QR70oI+OUh0UeBKnXpk2bJI0+wPmP7o997GOS2sdQ2wMR9eb+RH24Jx08eLD6Ec5nHlyJcnuKFO5LPEBQD84BzWXcPqE0mfCH/K7Qlt6gLZWE9y36sSflbu7f9qDdXIrbPHbX2jCEEJxMQ4UQQu5capAAACAASURBVAghhBBCR8g0VEcgfDizx20z3A6fu7rG7PXg4GCfydyXM7HsERWAGXqUOA884IFJmEEdb4nheCGuJwsTKWtZhnNugHLDskZgXKCuoQighC1evFhPPfVUz74EDGGsEbTEl04yPjkW+z322GM92zVDyDM+WZ4JBC3xpdH0a+4pKHcobxxv48aNkuolmC+99FLf0khUr7bgED5WfNkjqibqYHN5pCtPrp7wnvsM5aZMvr3fOz1Rezi1MH5gvPQrUntSd//7Qn9tKqkTXTuOTf9kPIUQQlfJL9AQQgghhBBC6AiZcuwYbbPH/j0zjsxso7zhI2mGGscr4r46VABmtpctWyapVgPxlnDOtoTeRwutPxmVtxCa4Edj7DAe6M8EFGEsNgOUoH5xjDlz5kiqFSZ/j0+N4CW84lklkAjqA2Ns5syZlSfVk4GjnKHCu+rNuL366qslSStXruyp/4YNGyTVXrpmXZ22ZM3g9xbqTVlRSKjDnDlzWv1zrqagvHFv8/uOJ+X2e2k4tXgib/CANq7GAtfLPY7sxxgYGhqqVD73WPt71D0P6hVCCF0jClwIIYQQQgghdIQocJOcO+64Q1L/bGWbr4OZSGa4mXVnBt8T5y5YsKBvphOFgXPidSMi3sKFC3uO5Xgkt3jFQpdBvfYxyFjDt4UCRBTKAwcOVP44VAj3vKEqEFXyhRdekCStWrVKUq1C4F9jOyIx8v2FF15YnR+1gX1Q9VA4mr459pXq9AG8dwWPczcTXl955ZU9bdMWKZHPPYKgJ0MHzjFv3ry++wmrCqgHXjfanffu0wNX8rIK4PTi/mxPJ+DeN08/QH90nyV9Z9++fX0pJNxf15ZeJ4QQukp+WYcQQgghhBBCR4gCN8n57d/+bUn9M9ue343ZTGYnec/MtkeIxDcye/bsaoaTGU88JIBqwAw/x+DcPqsOnCMz3aHLkP8Mvxr9H08YitCaNWsk1YrBzp07K+8b6jZ+U4+0xzFQzb7/+79fUj3ePXE3qgVjdtGiRdV5UQa3b98uqVbgUKIYp5ybhN94Wzkn+6MKUpfmOL7lllsk9avsrr5TXs8B1uZ7ogzTp0+vVBW+4z2wYoDrw75+rrbck8njeHpwZc39aPxt8nxwjC/GDH9/uM6sKmF/xoRU/83hM87tHjjvQ2HqMhlzzoZwKogCF0IIIYQQQggdIQrcJIcZbM+txmyxz+TjjWF7Zho9kldTHWNmFIWNGU/PA8erexiY8acsHDu5dsJUAA/YzTffLKkeB3jj4NJLL5VUR458/PHHKyWgzcfDGGI7xiKRLNlu69atPe9RKxizK1asqM6LUoZqR844vgfqQbnxtjKeqTc+Pj6fOXNmNavtkWZdxeIclJtj+H3NVxZwv2rmgaPtUB094qWrfb46gc89GmU4Pbj61bymUr8CB+7J5r17T+nnw8PDfas83K/Ke8pCfsUQQugqUeBCCCGEEEIIoSNEgZukfOYzn5FUR4ZDzfJZY1/f7T42tveZb2Y3R0ZGqplQ9uU7ZjM5h6sGHvGSWXTPvxRvyenhr/7qryRJ1113naReL0g4daBAoQDRv1EAULbIw8Zs/1NPPdXnVWNM4NciOixjkGPglePc+NEYa9wPUPaWLl1aKefs48oZHiLg/YoVK3rOuW3bNknSc889J6m/Xx05ckTveMc7JNVqvatgfu/glXJ7W1Ivz802MjLSl+/N7y9t/jr281UKbWUNp5aPf/zjkkbHgVQrab56pC1XoPdXj1xKXsaRkZG+3HD0ecadK8X4PUMIoatEgQshhBBCCCGEjhAFbpKybNkySf0ziG0KHLPTzIgzu8znqAXMejZnr12dY4aU9+55Y2abVz+XR58Mp4errrpKUtr5dIMizew9CgCRIy+77DJJdb9HVdu+fXvlL/P8b7zfuHGjpHp8rl69WlLtDUNF8xxsqBkoeRdeeGGlQqCgsS/lxx9LGVD7yO/IeN6yZYskad26dT2fN+9BXh/Preawr/tiqQfKCXVg+7Isq/uPR9J1r1tbhMu2CL4ZN6cX/JngPjRXPvme6+SqNbRFsWzu6/3MfXZh6pPok2Ei2u5FXSF/wUIIIYQQQgihI0SBm6TgH3jyySclSddcc82423kkNo/0xWw1Mw3MwjdnuN2n4rOVrrjxPedgphTPQltEuhC6CEoV/Znok4ylq6++WlI9HvCr7dmzp1LU3M/jChvHZnvUCL5HofNcaESOnD9/vvbs2SOpztuGEohHj/xZ7n3DR8c5NmzYIEl6/vnnJdUqX1P9/8Y3vtHTNhzD8fsTuNcNUPmb+Ew6ipu/91eO7VF0E33yzEK7+2oSV0j92uPjdjWNcUd/Hx4erv7mAOdidYn/zfLtw9TDfbghTDWiwIUQQgghhBBCR8g01CSHWaSJ1CxmFn2WmVfUM2ajmn4EZqyZreTVlTk/F2ofM/qoClHewlSCSLCAH41ZfXxujJtmxEjGRDPqq1SrY/jp8NHhRyN3G6oZ4xfcvzZ79uwq2p9HrOTcsHjx4p56MZ5R7jznHPeHprLu94aJxrwrcW35LP24zRUCbONt0RbFsE2By/3pzEI/u+KKKyTVfydQfP360s8YEyjIXHfG30svvSRp9Hqi0jEG2yKO8ur+vBBC6BpR4EIIIYQQQgihI0SBm+T8+Z//uSTp93//949pe48gyWwnnhlUAyJ4HTlypG/2G5XAZy09OhivzH5mZjtMRcgZxZhBHWM8oGihDPD9BRdc0Bd9kbGFesAxLr74Ykm1mo2axrEcFDiUhAMHDlTRI1E2OLbneXS1D2WDiJgocNw7OA4KFueTpMcee0yS9K53vWvccjp+j/CogbQPZRoZGemLMtmmuHmUSY4Z5e3scsstt0iq+yyq8ngRkaX6bxX9lOvH9vRnvKgjIyN9nkq2cQWOY0eBCyF0nShwIYQQQgghhNARosBNcj772c9KOnYFDtxzwmw0M5DNyF/us3PljRlQjoGnxpW3zHCHqciiRYsk1XnRULgYS0RpXL9+vaRaiVu0aFE1Vjzf2YsvviipVgJQwxiv+NhcgWPMkSeSMrz88svasWOHpH6PGOVFScSLNH/+fEnS7t27JUmbNm3qKT9qoI/r4eHhSg155plnJB27Auf4PcbVteHh4dZ8bX6Pc69blLfJwdvf/nZJdV9vKmdSf1RQxgzjDlg9gs+NPIxDQ0PVGAT31XmOOY8KG6YuiUYZpipR4EIIIYQQQgihI0SBO0fwmUdmPYeGhlq9JT477mpC8imFcwHyUe3bt09SPU5QCFAGyNlGZMnLL7+8UsgYf3yHAnf99ddLqj1wKHSoYOS6YhaZ8cv2jMGtW7dWSprna8SvhgKHF4l98eNRfhQOFDqOw3EPHTpU3RuuvfbaozXdMUNZPJLt8PDwhNFw3QMX5W1yQQ5T1DD600R/b/BsQtMX2TzOtGnTWpU2zw3IOaLAhRC6ThS4EEIIIYQQQugIUeDOEZiNdvVs5syZfbOXjntK2jwpIUxFUALw3DCWUMHwmKFkoWAtWrSoymHFGCP/G36122+/XVI9tsjFhgeOiH2ogKho8+bN6/n+2Wefrf7POHb1gXx1eJFQ+7Zt29ZTv2a+tybU6+DBg1qwYIGkWkE8WdzP1lRj2lYIuGfXc8uFyQF9Fe9bWz4/oP/xCt6foZmXENr+RvG5e+ZCCKFr5AHuHMEDjTR//PgfSv4Y8scuQUrCuQw/GHlQ8x+BBBrhewKNXHDBBdXDH8svWRLJmONhin0I4U8Sbra78MILJUkrV67s2Y/td+3a1feDmAcalkLy8MdDJQ+THIMHNOrnS914P2vWrCrEOw+xLNM8Wca7T000YZT70+TGE3aDTxi2pavhutK/x0vk7oEqODb9kuX/LB/OEsoQQteJlBJCCCGEEEIIHSEKXEdgZvFUzTI3Z63bwutmRrsb3HbbbZKkO++88yyXZGqCUoWKhkJAwA2Ch7Akkdn9OXPmVEsjUSF4XbhwoSRVSxGBQCIocKhobLd69WpJ9ZJLlqXt3LmzTymjnCy/JOgKSgeBUljOSfnbwm7zvqnAoUISnOVU3zOKosh9qOPQz1hKOdHyRsYV44h+zJhgqW/bEswmjAXUPJTs2ABCCF0nd7EQQgghhBBC6AhR4DoCa/pPx8xhZri7zTe+8Q1JSetwunBf2uLFiyXVKhiqGeBPmzFjRqVaEWAEperKK6+UVPvTUOaef/55SbXq5woc+7F9M/k2KgOePbxuqHaUC18QAVMIvsJ+nNPfU5e5c+dq6dKlPduc6hUCYerA+ECBQ1Hzv2X4QOnHfj9j7HgwlGafa+vDfo62gF0hhNAVosCFEEIIIYQQQkeIAtcRfuVXfkWS9NnPflZSZrpDza//+q+f7SJMaVC5UA5Qw3hPUm5m/YnMOGPGjMo3h6KGIoCSRqLvnTt3Sqr9QigEqGh45lDsnnrqKUm1YnfkyJG+ewLeNxIp4yniXNSLyJjgyghlxpu0cOHCKpqfJxjHRxcCeMTHtnQAng7C39O3GFMwMDBQKcAc05O6e3J3j7wcQghdIwpcCCGEEEIIIXSETEN1hD/+4z+WVCtwU4W25Lzh2PmTP/mTs12EKc3mzZsl9Ud1JMIdHh+UN15nzZpVqV34d/D3LFu2rOcc5JJzfw9+OzxnKAkk+ub4g4ODfWOJcq5ataqn/Kh87Mt+nkDZ825R9ksuuaRSBCkPSmEUuODQN1CV8ZK29RWUN3K3+d8EV+aa8JkrbERLdeU4hBC6ShS4EEIIIYQQQugIUeA6xlSJ9kY9zmR92s7Z9bYMpxfUrpUrV0qqZ/OJ5kheKj5H+ZLq6JP4dlCueEWFQA0juiR9EsUA3x1eOiJjUoZZs2ZVqh1KGfuQ/41zoRiixHn/dyXv0KFDkqQlS5ZIGlUD8TX5mJoq9yc4G/WZam2IKsY4YSygxKFksx1eS1490imqL0rc0NBQpbi5Ksc5UPOiwIUQpgpR4EIIIYQQQgihI0SB6xg+Ox4mhjbDg8GMrnspMisbxoMojeRRQ+HasWOHpLof8T2RJffv31/lWMMDRx4qFCyOgSqGooZv6NJLL5VUe3oee+wxSbUvD1Vt7ty51TlQAFEbUB+IOsm++O7o9yghKB8+HvDjXXzxxdUYQp1zRS5j6dhx9dJzfp6O3J9nEvoVSjb9jj7N94wr+hL1ZkzQ1/Bkjnff9nu754XjHKh4IYTQVbr9lyGEEEIIIYQQziGiwHUEZmefe+45SXVup67jPjSfjYYTnYUuy7Ka4fWoeh7tzGd0oyIEqVbPmLWn/+BHQ7HCA8cs/4EDB/pyrF144YWS6j6HR45j0Vc9/xt9c/369ZJqFYOyDA8PV/sS4ZJcc5wLPxA+O5QNyks9gOORe47omvPmzatUIvD8W/79VONURc8ty7JqO9qMdueY9LuurhTYuHGjpLqvA0qxe+RQ2oB2oc+jaqM+N68Fx3IV09uMcRNCCF0lClwIIYQQQgghdIQocB2BWdoPf/jDkmovTFf9EW2zyMymMkPKe2ZWJ1LJXME7fPhwpTR49DPUAtQO90eMl2conHvQF12BQxHA14ZSxXYvv/xytQ19yXPIobx5/je2Q7GDF198UVKtPtD/R0ZGqvPiVcOT59EnXQnx/G9sz7i57LLLJNUKHOOlWVcUD/xLHk2zq7TdX1w1O14/bfM43I/81X1bfp26cu9/8sknJdXjhHrhFaUPcX+m39EPGW/0KaKnNtuJ6wFt9+62FR5h6uOrfELoOt34CxBCCCGEEEIIIQpc12AW/ctf/rKkWpHrOsyKoUwwC+vqB34en4X2mXFmZw8dOlT5kJi5xdPEzLbnGWJmuM0/MVn43Oc+J6muazg9cP1REGhvlCwUKRQveOmll3qiREq1T44+yHhGiXOljj6KPwgFjjIxDqQ675urfES6JPokSgZjydVsxgNlRFmcN29edU58StSLY/o5rrjiCk0l/P7iUQ5dJfNZfxQ7XpsrBGgz+gz9jXP4fWmyK3D0n0ceeUSS9OY3v1lSPU6afVeq25C28jxx/C2gfWjDgYGBvvt/20qNyd5mIYRwrORuFkIIIYQQQggdIQpcxyAC11/+5V9Kkj70oQ9Jmrwq0fHCDCqz0ryiwDEby+y01xtlgNnbgwcPVj4k1A5XRYi+hyLBTPdkb9M//dM/lRQF7nSD8sTsPYouisny5csl1f4vlIKdO3dWKgGqA8fC78OxuIb0QfxmnHP37t2Sat8d2zEeJOnyyy+XVEeuBMrJvYNzo4C475RXxsWiRYsk1eNlZGSkqhfl2LlzpyRp3bp1kmr1ZaoocK6guV+NtuQ+5fnwfIUBbTw0NFS1FYou23Aujsn18GihkxX6xLPPPiupjpzcdu9GbebV8xO2RTZtqmpsw98NjuEKuHvmwrlDvHABJvtvvImIAhdCCCGEEEIIHSEKXJgUuIeBGWpmp5lldX8In7MfClzzOJ5fyPMtMYtOGeKTCE2Iwkifw68Gl1xyiaR6lp/Z/9dff71ST9gGJQ5VDAWOfo3atXTpUkl1n9y2bVvPfihf9PMZM2ZUSiBRKAHvJ+Wmv7taxPjgPWVZuXKlpNoL11QvGKeoe+T8Yl9XorqOK3GuWjaVNal/tt+j6x45cqTqLx7Zspnjr0lX7k9btmyRVCu++NIYR7wCyhuRV+lv9HlfaUD/lep2Rp3k7wZjkjGMTzQKXAih63TjL0EIIYQQQgghhChwXeVv/uZvJEm/+7u/K0n69Kc/fTaLc9L4rDOzre6FY/bZo1ECs9UenVKqZ2fdW+Iek67McIczA4oWs/wouoDahKKA4rVr166qb+FpQ2VAqUK58vxvHJN+TyRJ+q5H25s1a1Z1Do5BOdavXy+pX4HzaIaogPiE8NStWLGip+yHDx+uxh3qCNExt27dKqn27KGm3HbbbeoybSsEml5bqb4eXPdjuT95hERe/RjHmmNuskBfAL93t0XZpM/gF6XtUdVoa+7Xw8PDfXnfOKb7mlHkUL5DCKGr5JdqCCGEEEIIIXSEKHAdhZlcfCtdxaOzUR+UB1QDou8xK41KgCrA58xON/MyMQvrsC8zvZ4XKwSpVgSY+adP0mfpP4DytWnTpiryHv0V9Q5/kPfrJUuW9ByT7YjoRx9l3KDOLFiwoFIXOBYq2IMPPiipVh3Y1/1pjD2iWF511VWS+vN2DQ0NVefAm4cCxzmniteoLXokr/i7uK6uMrnKz/coqYODg61RJT3qJK9duT8xDjy/G7iyyBhxbxz9kjZ2pXhwcLC6PvQ3ju3XiWN1pQ3D6SPRKEPXiQIXQgghhBBCCB0hClw4q0ykwOGx4ZXZWfeDcBz3jQwODlb/Z1acWXDyduEZ8pnfUwkz7ry6+kGZeN82Q+xR8MLphwiS+J3ooyhznneN2f6yLCtFjb726quv9ryiJnAM/GaMB5Q3jz6JssBxFy9eXP2fcqIUbt++vad8jBHUClfJUNzI4UbfpExNXxcKHF4++q1HVOw6HkXS+wLXkbZ1Txb490VRtOZ34z1KU9sxTwXu8YNjvS85IyMjfRGB6Y/0ZfoG9STqJCsjUNxoa+9L7gNt/t+9iE7bqowQQugKeYDrOG0PBF2DevgPIl/ywo9H/0HR9jowMFD9QGBfHtT4I84PXz/2qayXL73y6+UPnv7DyY83PDzc+eVpXYEHfAKP0CdZJsiDHEsUeZ07d261DdeVJZM8wI33ICbVARt4gOOhkD7LOQjOsGLFiuqHL9uynNG39WV89EWOzcOkJxNn+4GBgaoNeDjkHIwtH0tT5f7k6Uo8xL9PLHl9x3sg8qWEvPcHu9PxAOcPbv7gzTk9wEpb/ZoTTP4QxaQc93Y/JhMHPLDStm1pFJpl92AxPPzxUEjfh9w7QwhdJ0soQwghhBBCCKEjRIGbIvhykq7MdHs5WS6DMsHsLTP7qAz+6gb/5uwv6gYKg89sewCUk8GXOPqMPbPPfr0oC/X0MvnSNNonnH7oPyz9QklYtmyZpLpfeWCSiy66qApGgorAd748DJUPNc8TfdOffMkt6QaWL19eqRAsZ0SB49xtKhh9CrUQFdDDuDcVIJbD7dq1S1K/QkhZ2gKmdBXa0pfz+b3Ex7Erkk21rW1bXw54KtuuLS0Cr9SPftZckt58dZpKHuX1dAF+TOrHvZzx5sekzK4CNtU0T0rPsVx9ZgyHEEJXiQIXQgghhBBCCB0hClzH8RlUn+HtCsyMMpPNbKwneWU2F5+EByZphudme/e6eUjvUzWzXZZlNQOMsuLBDvA2MZPPdaKe7hnyMvpMeTj9EJ6fWXuf3aevoXgRPn3OnDlVP+Z6431DWeMYBEpB/SIJMood/YMy0KdR4BYvXlz1FfahPK72Ul4Pjb906VJJ0pVXXtlTb8rcBAXx9ddf72kTxq8r0B4AhbJOdsZTzKT6HuJqkQdMaksR0PT0eqqB09lGHozFfWbcr7zPTBSMxu+/TVXME9+3ef7afJMcy1dnNJU998lxDA+Mwna8DyGErtKNv6IhhBBCCCGEEKLAdR1X4Nw3MdlhptRDSTP7ygw39WSWum2GmxlWZoSnT5/e5085nW3D+fG6eTRNFBS28zK1+ZVcqTty5EgSkJ4haGd8XoBCBShe+NdWrVpVedtQXvGMocChuOGno78T3RGvmZeFcULkvhkzZlR9BwUQJY5yujriqi/+O/fteV8cGhrqqyvbooq4euLjsisKHFBelBvq5/X1yIvuFfM2HxgY6FOgTlfblGXZdz1QtVyN9WiU4/nNmp+PF82StnF1zn2ErgL66gPvr+Pd91zN4z7rfy98pUcIIXSVbv0VDSGEEEIIIYRzmChwHadtFrNrShwzpSgWvMc/4VEpXVVrm+lvKnCne9a/LMs+BQ6Fwv0bPrMNbdEGPbrlz//8z+vRRx89PRUJPaC80RdRFuirfO6esxUrVlTqF6oYr+yD74yE3/SPHTt2SKqVO8YxSu6ll14qqY4cWZZln8pHuen/7n9ylZu8b7xHxWA7xtrevXsrhdBVyWNNQN+1qJS0P0qOR491j5/7vNoUrenTp/flWjudeF5K+pMrb23Xx6OKtvHNb36zymFI/dr8dV428LbldTw1sC0qpke8PNbyhxDCZCcKXAghhBBCCCF0hChwHWc870Hz1ZWcyYp74ZoKmtSvLHqeNPf3NKO8eXSzUw3XYHh4uFItUN48Sp/PCENb2VxJ3bZtm6TxIwOG0wNeMo8+iR8K5Y3tUGmWLVtWqXUosqhksHz5ckm1koZqQS43V545jketHB4ervZxlc/VBo9gio8ONdB9ex4lsemBc+XJFSfw8ck46EreyqZiJvV7+do8q23RGZv1P1OrJI4cOVJde/qR5yNs8+FNdH/ie/rMvn37+nLJcU5g/Pj9uRlBWKrbzhU6zt1c+eD9znPseT1DCOcek/3vzbEyuX/VhxBCCCGEEEKoyDRUx3n66aclSVu2bJEkrVy5UlK/YtUVfBbWo761KYrubWjOsJzsbIsrGH4uZnX37NlTqTAoZHiEuB4ojKg0bfmIKLMrjF/4whckjXpMwpkBFZVriK+Na4kfDHWDaI4XXHBBdd28H3AMok8yTp955hlJtYLrqgP5EPGr8f7gwYNVOVy981xe3hdR3ohs6eOlGX1SGlUa8dmBR2MEtqMNUftcnenKjKjfn1xha6uPK++no75t96mmLxfFjVePiuve4ony2Pm5nnjiCUnShg0b+tQuz1WKkt3WFq6qeZTKJq68oSIzTnhPfRKFMoRzk678rTkWosCFEEIIIYQQQkeIAtdxvvGNb0iqZxX+8A//UFI9s8/McFeVuLZye/6ho82qTDTjMlFkMp8B9pxJqCuvv/569X9mn11B81lpj07nZWmbVQ9nDo+eh2qKSoFvje8XLlwoaVRlcwWK64cShULAvhs3bpRUKyOcG4WL6JOLFi3qKcuuXbuqyJWcy/1zQF9DhUAxRBVuA1V5+/btffnp6OceKXDTpk0927373e+WVCuQXfciHWteu1Mx6zvR/cnvIXze9F/yf/qV4/etttxrHlXUaX7ufcM9bp7vzZU3fHV87hRF0VcOxgU5DVH7YLJ7wsOZw39LhNAVchcLIYQQQgghhI7Q7enPUPH1r39dkvRLv/RLkmoF7mjesC4wUXmPpz4eCa5txtdnl5m19pxJntutLMtqppdXtvGZ77bomR5xjbI8+OCDkqQvfelLx1zfcGrg+rovE2WLqI9831TH8LLhjeQ6X3HFFZJqJQ7FbevWrZLac1+tWLFCkjRnzpyeMu7fv7+KDMmxPEKigwKHYuj54nw8NBW4tvxvnuOLfVHiUFNQ4DwvWtfuT6cSb3dXlfx6eF6/Ns9Y0zuG6sUr33Fv8yi+Xib6uF831N/HH3+8Kq/7zDgW/ZLvJ7oX+n3XGW+VBvWjn3kUyjblMJy7RIkLXSMKXAghhBBCCCF0hChwU4w2D5VHSYOpPuM9MjLSp6TxilLhihozvqgFbE9beqQ2FJm5c+dWyhvn9KhvHLvtejAj7uoJysy6deuOvxHCScG143qjfnEN8cDhIVuyZEm1PV4xIkOiFqCQ01/wyrGd9w+OTb44ykD/2LNnT1UO91m6ikcZiGCJAsd7FBBXHqnLzp07W5U29zm1RSsMo5Rl2dd2rji1KWts53422p7XZuRFjxbKMTxSJLi61ebN3bNnj6S6HxdF0fq3xSNyepRUj+RJmVwdHK+clIt7MuOLc3FPjwIXwrnFVPytGwUuhBBCCCGEEDpCFLgpRpvy1jbjWBRFJyNy+Qxwm2fj8OHDldKGb4fZYmZjmYXmle15z+yuRzQjeh+fz549u5rpda8b5fKZYs8n1bW8WOcC27Ztk1Rfd643/YT+hK8NlWx4eLhSJNiGfZcvXy6pVnfJ4YafjnN5vkD2R1WhDLt27arOQd9jG/oc/Z1j4ae75JJLNDNNlwAAIABJREFUeurLvYIysB8K3969e/v6rXukwPOktd2ffHs4mpLTZZo5+VCYfIWArwhwRY73tBnXFZUNlbbp2fTr5Xhb03eOdeVGU01r8xqzL4o2x6bcHGOi695Ugb0/tZUb2vx0IYTQFbr3yz2EEEIIIYQQzlGiwE0xXnjhBUnSDTfcIKnfS+VKT1fyMPnMPbO5HlWMV2ZY9+/fX0UCRK1wb5t73Ji9nT9/vqQ6khkRA/nc1ZDmbC/HYpaZV2aV25Q3v15tEenCmQNfGgobXjH6Ef0KxYr+sm/fvir6JCoK++KTI2ebR5909YE+Rt/jPcfftWtXVY6J/JVEyVy1alXPMZvRCqVa/aP+RLncs2dPn5J8rPkKqS9l8Hp62buSv9Lr6+pTW462oaGhPsXNo976vq64obTx+v+3dy6hdp1lGH7PJelJ0rRpU9Kc3m8WpSLFiXibeMFRR+JAcCSCFAdFRXQmgoIoUos4cdLqyCIFhUrBVrwgWErxErU1aSlpWtO7bU3pLefioDxr//td6zv7JG3TrJP3mayz916Xf/37X+vs9b3/+32u2rb3Hm8nn3mNNVfB/PUsr/Xa2lq3zyq7pMMxfGyBK3kts2aauB+wqikXQghjIQpcCCGEEEIIIYyEccgvYdN8/vOflyQ98sgjkmqPCsvV1dW3rAbTrCj8yXjtXFFznxpLotfuD3nttdd6EW7PakbEF+WEJcoEqgkKC14Nz7TXRrhdQWDptcTAo9UsUQ//9re/bdhP4e0D7yTjgCg+WRn5rhkvqBrPPvtstw7jgnVQoLhOqaMFrjQz5vbs2SNpMp5o2zPPPNOt61n9vB4Y6t8111wztT6Koo9dfHl44F566aVeHTdXPlxJY0m9yi9+8YtT77v6Daurq5v2RM1iVgbMk9n/kOdWqu81fp0fP368W9f34bU7UdZcaWPp2XGH+s3Pkdc+I4N9QKWe0VbGb6tsuQrpeF07b1tV927oe/S+8335TAiuyxCc1IMLYyEKXAghhBBCCCGMhChwW5Sf/OQnkqQvf/nLkurMXuvr670obEUVoZ6V+bLd72ZVOCKqnunP/WxeC8kVuNXV1V6EFzXDswp6lsm2fpLUz2w21B+uZrKNR4CJorvnyWs64Wn84Q9/2DtWOLWgmjKu8Z+hzJHNEUXk4MGDnW+McYDyhpJGjTn21SrjLYxBxg3jG3/aU0891bWr8pXRLo6NGujrsT3KNcfgGlxbWyvru/m9xLNQwqFDhyRJ11133dR6ft4nkyW3aluV+RIWFhY2rcL5zADuR/QZ77si536wofsT3zXfF/crzzLpWRx9uRF+D/MZAq7AeU02wNN47733Tu1nbm6upzZ6u11t9Xp3QJ/yvt9LW6WEdnIv55iu5tHuEMLWZitmMYY8wG1Rvvvd70qSbrrpJkn9Hy/tP2xPaX+iA94f2PwfMftdWlrqPeBUU5D4YctUl+eff37qfX9g8x8L7Y8ZfhDxYMYPWJKS+D/7KmX2iUw19XX9h5EnMamSloyxxMNWg2mK4EEFflgznvjOn3zyyW4dphzykMeYpMwA45wxCIwTxi4Pi7SJaY3PPPNMd+14YgqmRjLuaQsPCD7tlzHIdjzA8UP6rLPO6k3x9OnIjifiOHz4sCTpPe95z9Tnfl9or7VZ14K33x8e/eFpaNqmJ3WqkicROKKPPKHNrCQm7f2BY3r6fy8DMCuAdDI/VKqHP9rk30uVFAuGxgH3an/w8rHiD73+fhWgWFxc7I0bSnkwxv3/A9dlCCGMlfw6DCGEEEIIIYSREAVui+PRTFeE1tbWymQjrFulgXZVz9Uw1vcI8lD7iGAztYXECURKiWx7qnNPuICyQTR7aWmpUxxQ2njtUyVnmZc3E+H2PqmmlvnUJY+us/2NN94485jh7QXlCRiLqMH79u2T1J+S+N///rcb35deeqmkiTKAgkbyB8Y9qgsKDwoCReO5liguzvZcPy0+nRgFjqWvhzLCsdvpmb6eJ9oArnlXoNmW+87FF188tT64wrO4uNjb1tedpbB52/yYbZp9n17pfch3ztKncg9NAW3b6kmktm/f3kv7z9Knbr8VU4FmFVD3e7QnxPE+/vWvfz3zmPSdn5+PES9U7tPKfXq5T81sz497vJd4YR9D10sIIYyJKHAhhBBCCCGEMBKiwG1xXIEb8ncRZa38V+5N8Oi7F9X2Y7bRXiLPbENSEjxuLHnfPRVEVInioqKhXPCaqPr27dt75n/3n1WRbY86u0rmrK+vDyYpaLepfIZVIpkDBw4MHiucOlwl9VIWl19+uaSJssX4b3027rfE+/bEE09Imqh8qHgoPKyPysf4d3VsbW2tGzuuhLO88MILp44BXmQcdZDi4iRiYT/bt2/vzt2pSom4zxZF0gsq+3WysrLSXct+L6g8t1XRbPdBQaua+b7oG1fe+L68dAPLdgZA+9o9sAsLC1P3qrYPZnn+/PxmKXXr6+s9Ba5SQKt9+PuMX6dV8jgW6jP3aE8q5W1iH668+Tjn3Np9Vv8PPDlWCGFrspWTl0AUuBBCCCGEEEIYCVHgtjgf/OAHJUl33XWXpEn0vVV83FdG5NMzrrkXgWgmr4lKs2R/RK2JRksTDwLZ9zxVNHj2PVQOlAlX11i20ejNlknwCLBnP/MsakPp2j3a733qUXJXC1iSrTC88xDNd0WacUBhbL67Nu2+KwKAusW1AZVvDQXPSxi0xbfd38q+UBu4VjwLpSvrtP/RRx+VNLn+2d9G11FVwoDrkjIKKIqolw8++KCkvoduYWGh54Fzj5v3mat6/rl7GumHVpXhnsb3U2VC9Ay3njnSs8966v92X7MixlWmWmcjJc7vN+CqX+UH5vUPfvCDwWN79kpp8t0vLy9LmtzL6W8fTz4DZFamU/++pf5YYF/0v6t6ITgp6B1Od6LAhRBCCCGEEMJIiAK3xSGa/qUvfUmSdNttt/XWcY+Xe0xcgfOIPBFtfGuoAl5AeNu2bd17rtYRpfVi2ixRDlny/snURnK1yxW3KpLv+/RI9+rqak9B9Kxzs9qZum+nH4w1VwSI5uMt4318aS+88EK3DuOWMYMHrqp5BWzHdcG1h3LNNbe2ttbL0uj1xchkyfXodRrxnz7++OOSJrXahjxjVbFsf0178T9dffXVkiaKIkrVVVddJWlS4HsjVcUj45Xnz4ttew1J4B7UKjtegJvv0TMp+vue2dav9xPxZVSKm6v7UGXpbO9P/l1W97KKzbb/1Vdf7drJuEOBQwH2YtrVDA/3XPv/qRbvA/Asm36dhVARJS6cruTXYgghhBBCCCGMhChwZwgezW2zkRG1rNapItx4GMha5zXbhtQnIqB4RdzLxvssUQ9ckat8aH6+bdTMM7ARhaW9vB7y4bTvu8oGKysrvQg32w55X9rXrFdFkMM7h/tGGf8oWahJjB8UuP/9739dvTO8X55FEvWHccDY8vpvjHuuNZat35Qx5PvEZ8aSNqCUc17sk6yT1JijLa23ztUPv2e4FxTV5dprr53qU/Brr/Xhes1Hr//mCpXPHOD69lqSvr/19fVeZkTOvcomSV/68mRqt/k9y++3Ve29zap8QzU//b5TbVvVifM2tzXd+Jvr44ILLpBU+9B8Vobfpyvlcahd/D+pMrNW/sEQQhgLUeBCCCGEEEIIYSQk3H+GQNSSaCYRyzbq7MuqZpBncyNy71nFUA2Ivu/YsaOLUBPJ5rX7dbxeEuttdj56G433SC5LIvQe8a1qtnnNpyGPinvZ2npP7b4c1r/55ps3PK9w6kEl9vHv/ievafj666933i+ySaI6HD16VFLfT8f4QKEiWyMK0HPPPSdpouBxzW3btq3blvFMtr/3vve9kia11zgW7aX9XMd4kyoPaNsX4OoXsA/6ARWQ69yP4VkSh3xOrvpUqp97dt1Dxz2lVde83mSlkLsPq1LOXZnyNrf95Qq/36+q+1PVH37fbu/1rj5W3ltf/89//vPg536e0uT+f9lll0nqZwj2mnmulALn4YrdUJ9zTMYb+3Z1z7O/hhDC2IgCF0IIIYQQQggjIQrcGQLZ3W6//XZJ0mc+8xlJm1PghnxzUt9PQETVM0eiPpx99tk9b4mrXEMRd6kfIfY2tZnW2rYdP368l1HO/RDueUOhgFlZK9vaUB6hn+UtgW9/+9uSpO9///sbrhdOPShZKDl8/7wP1GZDHVtZWel8P3g68YlSY809b7zmmkFJYByRvRKVjPV3797dG9ccE9XLM7cyzhnXtJ/lRn5MV9oq5Y3zQEnE0+fQl6xHH7ZKX5X5ssqA6d44P2+vi7dt27ZSJYLNetsqn6wrjKurq737qN+XXHlztdOzBvuxh9SxWfdb549//OPU0nGlbm5urhtvfKfuJfbZGCjCrsB5/7hftMVnfXBM/J5cf1xHIYStxYn4jsdOFLgQQgghhBBCGAlR4M4QqBv1ox/9SNIk4n/DDTf0lLc2K1u7BPdgeNTaM0a2mSU9m5sra5Wfo8oi5lFnlq3aVmWPrM7bfS8epR5S3ugPz7w5KxrE+d13332SJpHicPqBRwzlAGUByN6IT21paanLPsl4f+yxxyRNlAD2xTjAo4NyhZLAmCMzpPtNhzxMbEudukrt5pjsm/Os6t+19wNXgfxeQR+RjbPNZNmujyrGepzfiy++WM4QgMoP64obbXXvG58vLS31vLfer1X2wkr1m+XTW1tbK9U68DZUtS9dmXLlbWFhYWbdzOq8qA2Id6zy9rYqIv3MWK7qFKKE+swGPw/w+zPKuNTPUgz0N2MbhTeEzZJ6cKc3Z5LyBlHgQgghhBBCCGEkRIE7wyACiSK3srJSZhKr6gsRWSVy6t4Nr4XUqgQeJZ7lt6v8ZlWNII/sz83NbdqPxudEb10l9GNyjHY7j+DPigp9/etflyTdddddG64X3nm4dvbv3z+1ZHy5Ardr165uHc+0h0LMteIZUVHP+Jz32bfXRnv99dd74xE1AgXOVTLGM6ov3jfOs1IxWt8scExXky666KKpNlSqiis5rZLlapYf2+9T3m5gn66utfc337crbt531X3LZw5Unw/50mZlhPT7lFP17cLCQlnPreKee+6RJP3jH/+YOg/ft9/XGa/SJItr5ankPOgrzwrs93Tfz8rKSnd8VNVKteW64zoK4USJEhdOF6LAhRBCCCGEEMJIiAJ3htKqSR7N96iqvwYi/GyPilD5IlZXV3t16Kp6UkPZJNtjeV071qeNrRJWZVxj33yOSsKSSG+V3Y1joJJs27Zt01nqqBWGahNOX8gEyXfFGON7J6MdvjY4++yze5kq8RC5z5Sxhl8U7xzboxiwRCVrlWf+Pv/88yVJV1xxhSRpeXlZ0kT98wgyNelQ4FypGoo0V35S90aRdRIVplJT2N9TTz0ladKXq6ur5cyAWUoV34/XEfP7QKuqubJW4V63SlkcmhHQtn1xcbE8D8+6WNWec7UPhmrWbfb+5DXZULa8bZV/b35+vvv/wPhzddXvn3zneDG53rx+n3ua25kdVb3T6v9NCGHcnIneN4gCF0IIIYQQQggjIQrcGQp14e655x595CMfkTTxtHl03CPEREz9/VnZLFdXV3tRZahqzHnWSY9we+Tf/SHbtm3rtcvb4JFg96+57863G1L7ZnHHHXdIkm677bZNrR/eOVyxQVngekG5QjFgjO7Zs6dToFAEUNBcwWDM4X0jeyPv41ll6WNxfX29u1ZQu1DxaKdfS3iNjhw5MtV+3veMkb59iyvkKInUweO83L9E36L0oAa2dfJQcLg+Hb++K/9plc0RWgWu8ojNyjJZKXeVQtkex7227unzvqvqoXl/tMfa7P3p3//+tyTp/vvvnzovH3d+j2/vjdQB9cyi7MP7AoWUDJGHDx+WNBl39IP33SuvvNIphBzT/0fRR96GEMI4OZOVN4gCF0IIIYQQQggjIQrcGQpZD++66y794he/kDTJqueRYPdvEDn1KKdvt1ENJY/cwqyaTrPedwWu/bxSFl15A4+2V1ngWo/grKgQdcDuvPPODdcLpw8oA4C6RNT/kUcekTRRxxgXy8vLnVqHusWSMeNKADWz3DP24osvSpp4JzfKJojqx7484yvgx8N3xmvYjPLG8T3b4iWXXCJposDRD65wcR6cH37CBx54oHt9ww03TK1b3TvAr+vN1o17M1nlqhp1fg+cVWNy6LNqJgT49+L176rthsCH9vDDDw8eg+8Zn7D7KVnu2LGjU4AZA1wn3gd+/0Wl/te//iWp760G9vPaa691vk/UWq5RV/eOHTs29TqEk6W91pORMrwTRIELIYQQQgghhJEQBS7olltukSR95zvfkdT353jk07O8eQQVD81Q5L+qhzRL7fPIdhX53UiBA48A+zG8jX6+7n3zelJDEPn9whe+IEn6zW9+U64bTi9QHby+GuMD1Yh6akT/l5eXuzHG94/SVClw+NXYB+oDyh3ZJ9kOJeT48ePdOERJx0fn/jR8QHj3UDzck1RleJ2fn+/5mGgnfUUGTFQY1uPYnomQY9Em1MC1tTUdOHBAkvSBD3xgsM84r6G6k9JEKfXzGoqaVx64jeq3Da1f1YrajAJXZdscqpG30b5nZetsQZFiZsDBgwenPvd9ur/Oswbv2bOnU958LLunze/VeOD++c9/SpqMef9fwfovv/xyN744JtcF8D8JhdEzdoYQxkG8bxPyABf0pz/9SVJdXNv/Sbth3acqeersNokJP578h4D/GKkKsfrn/oOKHwP8aBv68VIVKPd9+/mdzA8j+OhHPypJ+vvf/77pbcLpAWOWMeVJQZjWyA9NHpwuvvjibnzy4MYDjBfoBi9EzIMM0zNZ36curq2tdQ+WFM/mx6ynYedBk+QlTzzxxNR6nJ+nqR/6x+k/3GnDNddcI2lS0sBTv/Ojnu04P6YY008LCwtd+zxdvpcg8IeKKghUPQCtr6/3Hlbbz4aYdQ+oHvSqhCztPv3+VD0MVslZTuSHzs9+9jNJk/73AuU+LdO/T9ZnfF566aXddMa22Hz7mn2R4Iaxz5RevnfGq39f7bHZlqnH1fR92pApb+GtJMW9337y4NYnUyhDCCGEEEIIYSREgQsdHk31ZCRVYV//vJqC1e4TqqlHVfR5s1OSiO4ORW1mRXI8kj9LsdsMUd7GiytTRPs9wQhTxPj8vPPO69ZhaiBqAmPL1WzUCEDV4xjgatLKykqZSp19oHqxLwome9FjT0bktOMfRYNrnymTpI6nTazHPmkbU0tRfpjOSb/R51L/vuRq/iyVzO8RXh5E6qfkn1Us3KnKnPh07ZNRyXxmgL//ZiLUTFusqAqUO3wne/bs6dRX1nUlGPiOfdoj11M1VbRtE9tS+B68z/h+k8QkhHEQ5a0mClwIIYQQQgghjIQocKGDdN0//elPJU2i6R6pHopcS/0I/kbFbT2CW6X6npUCnMirq4DVfjdDFeE+GejDMF7cA+eJNzwxAkrX7t27O/ULBY7XKAWoDKhmlABwhQqPGLgHbmVlpdsn7QRUP8Y1agtLzsdTw7tK0V57HB+PHueM/w71hX3RV8D79AuFu+nLFs7xV7/6lSTpU5/6lKS+F9FVTT/WLE/Z0DGrZCPVvc3viVUSpjfDiXhvZ3HzzTdL6s++8GN5n7kP0Tn33HM7NZlxhD/O91WVo2HfrhB7aQBpMua5Bipfs3v3QghhrESBCyGEEEIIIYSREAUudBAh/epXvypJ+ta3viVJete73iVpEgn1or2ulrkS12aJ86yTnuXMs5+BR4KJzvpyo+LhzqwslCFIE/Xr3e9+t6SJ8oN6RMZEVChU1/POO0+HDh2SNPGd+Xh0rxfeMa4HFClXplwFlCb+OdrBPinojZrnWf5cbfIC3kOZFL1kCBkHL7/8ckkTNc+z/qG20G48b/jxNipsjVr5hz/8QZL0oQ99aOr8PLuk32OgUpWGzrUqc+L79Ha75626P22kAp6K+5Arap6Fs8rg6Vl+eb9VkskICajPbQHutg3e1xXe1rm5uU5527t371S7WRcVekjhDeGtItkow6kkClwIIYQQQgghjIQocKHH448/Lkn63ve+J0m66aabJEnXXXedpEl0kwi/F/T2gtdtNKryx3mEu8o8xrGrY3oGvaFIWBUFn+UtqXwvQ+cXtg5E7VEXGPeujqF8XXjhhZLeqEmFOocC5woOr6mfhnrH5+6dqxTmxcXF7riufgH16liigrla4Yr6Zq4p+uayyy6b2qaqGcm+OL+jR49OtWnI08o29OVf/vIXSdL1118vaeIf9GO5CsZ9yZXGoXNlOSsbLngWXFfeXLEa4kQzXzonouq5aklf+PcEfM4Y8/7A+7hv375uTHNMrgXf12br3fnntH3nzp3dd88SdY8l6jNjJ/fp8HYSJS6cCnIXCyGEEEIIIYSREAUulBw8eFCSdO+990qSrr76akmT6CU+CK9tRPQWpaKNRnlk3rOCeUTXazixbyLAXu9tSNlzRcH3vVnlrcq+CXNzc91nt9xyi6SJchLGD2OPsYqSRSZGMjCios3Pz3feG1cfGFOMX3xcLFHPUA7Yvqp5tmvXrk6B43pEfWBfeN/wnQHr+zW40fXhSs0FF1wgaaI+uqfV7xEoIShvzz777NT+ub5bj1+rNkoTbyL+Oc9ASN96zTXOh8/b/VeqY5Wl0X2/7v+d5cltX1f194Z8gUNU/rwWjnHfffdJmnjDvD6f79PbwnkzDhhjeNDOP//8rn9pD8dyFdC/J28r71ee6927d3ffPe1n7DN+uI64ZkM4FUSJC28nUeBCCCGEEEIIYSREgQszufvuuyVJBw4ckDSJjP74xz+WNImWo8ixdAVuKJpeva4yRHp2N89qOeRPqzxr1dJxBc69G22UnXXuuOMOSZMsfWG8EN33+lN434j2o56RDfLVV1/t1DnGvo9XrhW25VgoU2zP+u7fgh07dnTqh193tBsF7plnnpFU18Sq/KftsdnGM13iQXIV0DNcUvcNvy0KI/tpVUHa414olocPH5Y0qWvHsT7+8Y9P7ctVfFfg2uvf1fbq3uAKW1U3zve70WeVR7fywLnyVu2n/ezBBx+U1PdJ0leVB9DVMp9hgAeuzUDJPZCx7D5A9ws6fl6uxC0tLXX/g4DrjXUZh349hRBOT5INfDZR4EIIIYQQQghhJESBCzOhXhRLIGrO0n1pRGl5f2FhoYuIera5illzxyvlrvWTeMS28ojMyjJZKXBE9NfX1/WNb3xDknT//fdv2O4wHlxtAnw1jGXUNLLvzc/PdwpFqz5Lk2sGtQ71jG1R9/B5MeZQ6Fz5OOecc7p9tdebNBmn+H9QRFA8NntdtH4O2oPSQvt5zflxzbh6iRpIH3pmW68V1q4DnkXSlR5eu3fRa0+251nVjKsUm1m+2ErN3GgdV9BmzVbw96tzkCY19B577LGpz6qZDs4sNRAv5I4dO3r3UVeN/bpy/53XEPT9cE2dddZZvW3B2+le1BBOBbPU8xBOhihwIYQQQgghhDASosCFk+ZjH/uYpElGMxQIzxRJ9GlxcbEX8fUMY+538MiVR5k9U5l749bX10s/i0fiPbI9yyvHse+8805J0qc//enBfgrjxj2dRP6pYYbiTPZJVKhjx4512RZdgUNZuvLKKyVJy8vLkiZjkUyRKG1eTwwVAsXuoosu6o5Lezkm2f+8LV7/jaVfo7zfKmB+fLxrXPu0231OHJvMkShwnl2zvRa9jptfv943vP7lL38pSfrsZz8radLnG9VZc+XJPWGVSl/Vt/QZAb5sVakqy6Lfn6pamd4m9vfQQw9Jkn7+85/3VORK7ePe7V7GSqVFGcYDt3379nJd3ufcGa+uGPv4dFhvaWmpzFRJu1FjXREOIZxexPu2eaLAhRBCCCGEEMJIiAIX3jQPPPCAJOn666+XVNeAkvoZ7SoVgEh9FVV2FcEj2kRajx8/3ov4etTZI7+VGgis76pC2Jrg72KsoY7hU0NBoAYaKsdzzz3Xrdt6uaTJmEG127dvn6TJmMMjhp/LFQMUBY65vLzcqSC0E+WNrJOuiqGyeCZCcKWnVVT4m2OixLlaVLWbum+0ifW8n+bn53tKIHjNNdbjvFAFOQ/O09drVTFXf6oMj670+PuunoH7aFdXV2dmkfTZCNV9CfwcvE0bUXnioFI/GQfnnnuupDfOm/72dlRqpp93lZXS27qwsNDL7gqML66FWZ7rEMKpJ6rbyZG7WQghhBBCCCGMhChw4U3zla98RZJ00003SZKuu+46SdL73/9+SdN+ikr18tdEUoniuooGVZ0mFI6VlZWZWSRdxWu3bbfjc8/yl5pCWxtUMjLY4X1DTcJ75v6il156qVvHFWXGlmfgYz2vHweuUKF87d27t6cuoBAeOnRo6rWrKFV9NVfHed3WNqTuGxkwXe1hG87jyJEjkiZ17twH5czNzfX24XD90S6uT/xYl1xyydSxPGtlm0XWVR/vm0qJ8/sWx6j8ar5eu+4sFc/HUKVcuZducXGx5wnzmnheZ7DK8gsck++f5fz8fHcePrb9exiqpzl0vkB/DI0HzwzMMbz+Wzxw4XSg9eqHcKJEgQshhBBCCCGEkRAFLrxpUCS++c1vSpLe9773SZI+/OEPS5I+97nPSXoj455niayyR7rSVvlEPPuYb9/up4qab6TetXitIXw8t99+u8LWBV8P44LabF7/DfUCXnnllV72O2C8t+qPNMnKiGfHlTteM+5b5cMVDPZ1+PBhSRPVpaqD5vD5kAKEyoV3j3agmLMNfcM9AjWQjJjAeu7HaxWxSjGkb1BZUERR3i6++OKpNlIPjz6mba1a7zMF4GSVNv9uhurHVfX4qjpoVSZMoD/o8834TFx58/YzXlGjeR8lmO9xfn6+t60rn5wn23j7qvMb+h/hMzhcSaQvqsyYIbyTzBr7IQwRBS6EEEKUFSizAAAKBUlEQVQIIYQQRkIUuPCWc+DAganlX//6V0nSrbfe2mX082iqZ6X0CCp41N3VMo+QD0W4wRW5IdWubYsf+8Ybb5Qk/e53v6u6ImwBGLN8/yg3jBNUiV27dkmaqAGvvPJKTy3x8e6+ObJWolC5WoyHie3w5+3du7dbh2sCleTpp5+WNO1d2wyu1LXXD1kH9+/fP9Ueju2eMVQu1ED60CPP7sObm5ubGY12ZQcF7oorrphqG6Cooh6SrfLQoUO9jI8cu6oP54qOZ46EWTUmN1rHVTE/ZpWt8e6775YkPfzww917roz6sVzl9KzBPuOBcXDBBRdImvgP19bWeoog58EY5phcP94mP8+qHt7OnTunjtsuUXQZGxyb9UM4HTlTFLlkn3xzRIELIYQQQgghhJEQBS687dx7772S3siCh0rhtajAvRZVnSVXy6oI1VAE3yPbbU2m9lhVVrdPfvKTkib178LWBnWBKD7qEdF8VAg8VigFx44dK2uXoTaQKZGx5jXmOAbro3CxXavAAcobNbC8/pv7hVwddM+Sq0Vzc3OdikU7uI5pL8fwWnQsKz+Te2PX19d7Soy321Uj+uTyyy+X1PfXumKFAre6urrpGmuuTFW1zbxenO9n6DN/39tUZVLk/VtvvVXSRH1qz4XviXb7TIZZvjO/dzIu6fP2ft7W4my38XHFPvx/Aev57AxXec8///xOdXU11uvAuccxhDGwmZkIYyLK21tDHuDCKePYsWOd2Z1pTZ5OvS05IPV/YFQPcNUPpfZHTlWiwNNR+0Oj/+A9ePDgiZx2GDk8pDD9j+QgjBMe4Dzo8PLLL/fGLeOaQAb75kcsD24cw8c7Y5YHKH44n3322d22/GhlGqYXMa6mLfrnvPYf7YuLi90PZi/gDfzo5oGUwuRDqfulyYPfUDIj70Pw10yZvOqqqyRNipz7+frDFg/er732WrdPf8Dxh4ihaaVtm6pC3/5guNH9ye9tMDT9sm0byZUYl9xT2770Y/qyelj09lNG4qKLLpI0XBSd9pNIhAAD5+cJY6qHK5+CyXeyf//+rh0ci+uE68jH16wi4SGEcLqTMFQIIYQQQgghjISEocIp4xOf+EQ3XYnEH9X0qGoKJVFYIskenffI9/z8fC+i61FaT1wAbPe1r31tqs3hzIJxgHJAVB/FADUNRQCV6cUXX+ypDayLOoKCBZ68xNUv3uc6Yj/tdcQxUeRQ4DxJRJX4p1KxuV527typ5eVlSf0EIT4dkzaQxITrtUoC4ue70bQhTzCC8nbZZZdNna+Xd2DfbMfny8vL+u1vfytJuvbaa6eO4feIqri2T3f08/DzXVlZ6e2rSuXvMC5///vfS5Ieeuihqffp67ZIt98vN5p6PtQmvjdUPaYXM4W3na1Q9btfE1UpmQr6o1WzuY58XDH2OaYrqCGMhTEX/c6UybeHKHAhhBBCCCGEMBKiwIVTCtEjfDoVrga4B4ile+FcqWgVuErNcNXACxiPMeIV3joYP3h4iOqjMOChIrrfFoj21P2MMRQMFCzGoitwlVcHDxz7ab1NHB+lkM88SURVJmAjn5b0hrLlxbHBlRrOBwXOk5yAX6PtNeeJTrxP2JbC3Xjf3Lfm+wP654knntAjjzwiSbr00ksl9fuiKvDtiluVGGkoUZKrckPJR4bawHnRt4w11Cj387Xnzj585oL7IP08/ftjHKLEbeQt875xVdPVser+POSZc29b60Nt2+2qYAghjJUocCGEEEIIIYQwEqLAhVOKZ52rvCSeoYxorKek9iitR5SPHz9eZnfzFO8e2cZDk/nbZzZE7T0tP++jRvGaVPlHjx7tqQuuhvG+Z82r1CYY8nexD3xnLD17H/5SV1tc4QDPJrhjx47unFF7uP5QgdjGVUtX0v3698LlrYJOX3j7aAMZOfEHejkEP0/aQNbGRx99VC+88IKkyfdUZUR0v1ZV7sRnEvg9aAi/hzl851XbvBTLUImASvWqPvf0/Chv9D3L9t7qfrRqJgPr0V7PAArulWszY7rXkH5mzDMOXd0LIYSxEgUuhBBCCCGEEEZCFLjwjkAElIg3kVKixURjK69J5Q/x9VZWVkp1zlU9osusf+WVV061JZyZuAeLJRkgySzp2RpbFYJtGEtsiweOLHl4xlyhqVQ0jr24uNiNecaxe+Dwq7lq5B4jx7M9Li0tdQqiK03up8OfhRro/VHVURtSl/yYQB+gvHlmTNpGn9EG+om6jv/5z3+6vmIb1Fa25f1ZXqrN+mbbc3GliiXjyc+bzI+egdHbMORtrNRX9765+sr3Rv1ClDjPDry6utrtY5YvEDzDZTVLA1o/qat97Jvrij5kbCQLZQhh7ESBCyGEEEIIIYSREAUunFKImuLhOXLkyNRrr11EZNV9Hx5d9ihz+9oj2O6Jwx/hKgkRfa+fFc4sXElgHDFOUAzc3zSkEjOO8WuhCDz//POS+r41B7UFNY02rKys9OpstZkp231WHjfgc5ZcP1yLu3fv7vmr6CP6AmX96aefljRRFl2Bq7xIlb9Lms7gKEn79++XNFGkvIZkVeeO6/7w4cOS3vgOPJshKqbfQ9yPVXninKG6d65GzvLsMoZQcVlWsxZaP6GPSb9ver97Vke+b+6JPvbb/qG9jG0UT88kDBt95+2+WdKGXbt29bKxMv7caxnlLYSwVYgCF0IIIYQQQggjIQpcOKUQZUWB8LpXRHpRIniN8uBeFGB71IdWIfDoPzWLiGTjoeEYfE6mvY1qG4WtD1F790e5OuyZGF999dWe/5J1qVWGOkKWRsYq+NjDe3TeeedNfX78+PFO8eDawb/lnjBX1Fz58KyP7Ae/0969ezv1w71vLMns+NRTT031CWqRZwP0/bRtcuWM9qOQo8DRJ64OOp6t88knn5T0xnfAebFv2u1t4D7D9+czBlyB87a3588xOOfW1yhNVC6W55xzjqR+Jkj35Q1lQHXvm993XaV1ZRFfGvjnsG3btu68UGHpsyoTpyu/fo93la/tH/qT68gVOB/jyUIZQhg7UeBCCCGEEEIIYSTMbTZbVgghhBBCCCGEd5YocCGEEEIIIYQwEvIAF0IIIYQQQggjIQ9wIYQQQgghhDAS8gAXQgghhBBCCCMhD3AhhBBCCCGEMBLyABdCCCGEEEIIIyEPcCGEEEIIIYQwEvIAF0IIIYQQQggjIQ9wIYQQQgghhDAS8gAXQgghhBBCCCMhD3AhhBBCCCGEMBLyABdCCCGEEEIIIyEPcCGEEEIIIYQwEvIAF0IIIYQQQggjIQ9wIYQQQgghhDAS8gAXQgghhBBCCCMhD3AhhBBCCCGEMBLyABdCCCGEEEIIIyEPcCGEEEIIIYQwEvIAF0IIIYQQQggjIQ9wIYQQQgghhDAS8gAXQgghhBBCCCMhD3AhhBBCCCGEMBL+DzeOb8kGab2rAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1080x1080 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([4, 3, 128, 128]) torch.Size([4, 3, 128, 128]) torch.Size([4, 2, 128, 128]) torch.Size([4, 7])\n",
      "tensor(0.) tensor(0.9961)\n",
      "tensor(0.) tensor(0.4078)\n",
      "tensor(0.) tensor(1.)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([4, 3, 128, 128]) torch.Size([4, 3, 128, 128]) torch.Size([4, 2, 128, 128]) torch.Size([4, 7])\n",
      "tensor(0.) tensor(0.9961)\n",
      "tensor(0.) tensor(0.6745)\n",
      "tensor(0.) tensor(1.)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([4, 3, 128, 128]) torch.Size([4, 3, 128, 128]) torch.Size([4, 2, 128, 128]) torch.Size([4, 7])\n",
      "tensor(0.) tensor(0.9961)\n",
      "tensor(0.0039) tensor(0.9882)\n",
      "tensor(0.) tensor(1.)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([4, 3, 128, 128]) torch.Size([4, 3, 128, 128]) torch.Size([4, 2, 128, 128]) torch.Size([4, 7])\n",
      "tensor(0.) tensor(1.)\n",
      "tensor(0.1294) tensor(0.8980)\n",
      "tensor(0.) tensor(1.)\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1080x1080 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "label_batched = []\n",
    "for i_batch, (x_org, x_img, y_mask, meta ) in enumerate(dataloader):\n",
    "    print(x_org.shape, x_img.shape, y_mask.shape, meta.shape)\n",
    "    \n",
    "    \n",
    "    img_org = x_org[0,0,...]\n",
    "    img_trf = x_img[0,0,...]\n",
    "    mask    = y_mask[0,1,...]\n",
    "    \n",
    "    \n",
    "    print(img_org.min(), img_org.max() )\n",
    "    print(img_trf.min(), img_trf.max() )\n",
    "    print(mask.min(), mask.max() )\n",
    "    \n",
    "    # observe 4th batch and stop.\n",
    "                \n",
    "    plt.figure( figsize=(15,15) )\n",
    "    plt.subplot(131)\n",
    "    plt.imshow(img_org,cmap='gray')\n",
    "    plt.title('Original')\n",
    "    plt.axis('off')\n",
    "    plt.ioff()\n",
    "    \n",
    "    plt.subplot(132)\n",
    "    plt.imshow(img_trf,cmap='gray')\n",
    "    plt.title('Transform')\n",
    "    plt.axis('off')\n",
    "    plt.ioff()\n",
    "\n",
    "    plt.subplot(133)\n",
    "    plt.imshow(mask,cmap='gray')\n",
    "    plt.title('mask')\n",
    "    plt.axis('off')\n",
    "    plt.ioff()        \n",
    "    plt.show()   \n",
    "        \n",
    "    if i_batch == 5:\n",
    "        break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
